{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "核磁谱绘制"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 导入依赖库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "is_executing": true,
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "# 加入上述两条屏蔽警告信息，调试的时候应该去掉这两行\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from itertools import cycle, islice\n",
    "import matplotlib as mpl\n",
    "\n",
    "\n",
    "from matplotlib.backends.backend_tkagg import FigureCanvasTkAgg\n",
    "from matplotlib.figure import Figure\n",
    "\n",
    "# plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['font.sans-serif']=['Microsoft YaHei']\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "import matplotlib.colors as mcolors\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 设置数据路径"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# 项目路径\n",
    "project_dir = os.getcwd()\n",
    "data_dir = \"data\"\n",
    "fig_dir_path = \"figure\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "after loadtxt\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "plot_line = True\n",
    "show_sw = True\n",
    "'''\n",
    "plot_line = True\n",
    "\n",
    "\n",
    "\n",
    "file_t1 = os.path.join(project_dir,data_dir,'T1_point1_01.txt')\n",
    "file_t2 = os.path.join(project_dir, data_dir,'T2_point1_01.txt')\n",
    "file_fvol =  os.path.join(project_dir,data_dir,'T1T2_point_01.txt')\n",
    "file_t1_spectrum = os.path.join(project_dir, data_dir,'T1_spectrum_01.txt')\n",
    "file_t2_spectrum = os.path.join(project_dir, data_dir,'T2_spectrum_01.txt')\n",
    "\n",
    "\n",
    "t1_domain = np.loadtxt(file_t1) # 1d minimum points\n",
    "t2_domain = np.loadtxt(file_t2) # 1d minimum points\n",
    "t1_spectrum = np.loadtxt(file_t1_spectrum) # 1d minimum points\n",
    "t2_spectrum = np.loadtxt(file_t2_spectrum) # 1d minimum points\n",
    "f_grid = np.loadtxt(file_fvol)\n",
    "print(\"after loadtxt\")\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 绘图参考\n",
    "https://zhajiman.github.io/post/matplotlib_colorbar/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# https://zhajiman.github.io/post/matplotlib_colorbar/\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib.transforms as mtransforms\n",
    "\n",
    "def add_box(ax):\n",
    "    '''用红框标出一个ax的范围.'''\n",
    "    axpos = ax.get_position()\n",
    "    rect = mpatches.Rectangle(\n",
    "        (axpos.x0, axpos.y0), axpos.width, axpos.height,\n",
    "        lw=3, ls='--', ec='r', fc='none', alpha=0.5,\n",
    "        transform=ax.figure.transFigure\n",
    "    )\n",
    "    ax.patches.append(rect)\n",
    "\n",
    "def add_right_cax(ax, pad, width):\n",
    "    '''\n",
    "    在一个ax右边追加与之等高的cax.\n",
    "    pad是cax与ax的间距,width是cax的宽度.\n",
    "    '''\n",
    "    axpos = ax.get_position()\n",
    "    caxpos = mtransforms.Bbox.from_extents(\n",
    "        axpos.x1 + pad,\n",
    "        axpos.y0,\n",
    "        axpos.x1 + pad + width,\n",
    "        axpos.y1\n",
    "    )\n",
    "    cax = ax.figure.add_axes(caxpos)\n",
    "\n",
    "    return cax"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 绘制T1T2原始二维谱"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
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ssgAEucK9xZno6Fw99NAyrV3bTHY7T2Y0Svv27Z3uPI2LizO+GPgd4SnCTo0aNdS3b1+9+eabJY6tWbOmzOHpmjVrnI4nJiaW6XwAAADhobTgtLS5Zn4XuTB3t+D1ZNdpPnadAr4WFZWt7OxA6RUAQkXt2ieVkpKqhg2PSpIiIhwaOXKeHA5pxQoCVABlU7y3OJOefp6efPIBglODpaamKj4+3uwyYBD+dCEsDRkyRBaLpcT4p59+WqbzORwOrV69usR427Zt1bVr1zKdEwAAIPR5Epw621Xq7Dugrnad+jowyXHya2+ffcquU8AotWuf1GuvzdRtt5XvMS0AUJircCMiwqFRo+apc+fNJlUGIJh5Epz+/vt5Sk5O1LFjVQysDAg/hKcISy1atFCPHj1KjC9atEjZ2c4WuNxbt26dDhw4UGJ86NChZaoPAAAg9PkiODX6dr35cuT97Xo92VHKrlPAl2rXPlHwrLDBgxfq1lsJUAGUX35vcRVuREQ4dP/938hqzTW4MgDBrLTeIkk7d9YhOAUMwm17ETByclzfxsxut8tq9W3WP3LkSC1cuFAOh6Ng7MSJE1q6dKluvvlmr841b968EmOtW7dWr169yl1nIEpNTVVqamqJ8YyMDOOLAQAAMJUnt+t1pnjQ6sktfQF46rzz8hYgL7jgWMHYkCEL5XBYtHhxOxMrAxDMnPWW4n77rY6GDn1QdnuEgZUBCGae9pZBgxJ14kTJZ24C8D3CUwSM3FzX38jLzc31eXh6+eWXy2azlXj26ZtvvulVeHr27Fm9/vrrRcYsFoteeeUVRUSE5gfl9PR0rVy50uwyAABAUDurv3aM5uivf5oUHi9trrPjxbkKMN3dztfVzk9ndRW/RvGxHDfHnAWn7DoFyqtOneNKSZntdAFy8OBP5XBY9MUXbU2oDEAwc9db8v32W10NGtSPcAOAxzztLcnJ/XTyZHj1lgiZG2CF5so+PEV4ioDhbtdiRkaGYmNjfX7NKVOmaNGiRTp48GDB2Mcff6wdO3aoWbNmHp3jxRdf1JEjR4qMPfroo7ryyit9WmsgiYuLU+fOnUuMZ2RkKC0tzYSKAABAaMrWXyGns4C0tOOlndsZb0NVZ7fqJTgFzFK37nGlpKSqfv3jTo9brdKdd67VV1+1YlcYAI+V1lskaceOvOA03MINAGVHbwECF+EpAsaxY66/XXP06FG/hKe1a9fW22+/rZtvvll2u11S3u2DBw4cqM8++6zU92/ZskVjxowpMnbVVVfpueee83mtgcRms8lms5UY37x5sxISEowvCAAABClPdp86C0gLzy1+3Bl/haoEp0AgqVv3mGbMmK3zzz/ucs6vv9bTkCHcThOA5zzpLdu319Pgwf108mRl4woDENToLUBg8+19UIFy2L59u8tjO3bs8Nt1b7zxRk2ePLnI2KJFizRx4kS37/vll1/UrVs3nT3710JXs2bNNH/+fEVHR/ulVgAAgNDmKkx0Fmh684zQs25+PJXt5MdVnTmFjhGcAkaoW/eYnnsutdTglAVIAN6gtwDwB097S96OU3oLYAbCUwSE3NxcTZs2zeXxqVOnun0mankNHjxYI0eOLDI2YsQIPfHEEzp16lSR8ZycHM2cOVMdOnTQnj17CsavvPJKfffdd6pTp47f6gQAAAg9xYPD0kLRwvPz57raLerp9csarpYWnBY/RnAK+EO9enkLkPXqnXA559dfz9fgwf106hQLkAA8401vIdwA4Ck+twDBgdv2wjRnz57V/v37tWHDBk2dOlXfffedy7lLlixRly5dlJycrDZt2qhu3bqqXNm3f3mMHz9ejRs31uOPP66srCxJ0gsvvKDZs2era9euatSokY4cOaKvv/5a+/btK3hfRESE/vWvf2nixImqWLGiT2sCAAAID66eV1ra7XsLKx6gunt2qbe1uVP4ugSngNHOP/+oUlJmu12A/OWXvAXI06e9uYU3gHBGbwHgD/QW70TKd/+qK+v1Eb747w/DzZkzR4mJiV6/b/Xq1Vq9enWRsRUrVqhz586+Kk2PPPKIrr32Wj3++ONaunSpJOnEiROaN2+e0/ndunXThAkT1L59e5/VAAAAAE+ef+psbmHe7kYtyz/LCU4BM9Wvf1QpKamqW/ekyzlbt9bXkCEPKiODBUgAnvGkt2zbltdbCDcAeIrPLUBwITyF4W6//XZt3LjRJ+dq0qSJT85TWPPmzbVkyRKtX79e77zzjlatWqWdO3fqxIkTio2N1YUXXqiuXbuqd+/eatWqlc+vDwAAEJ6K7yZ1FaA6m+8qQPVGeW79S3AKGK1+/aOaMSNVdeq4W4C8QEOGPMACJACPedZbCDcAeK916/RSglM+twCBhPAUhouNjVVsbKzZZZSqTZs2atOmjdllAAAAoAhXt+/1RYBaFsWD08IhLMEp4A/16x/Rc8+l6rzzTrmcs2XLBRo69EFlZPBoFQCe8aS35IUb9BYA3lu8uJ0qVcrSv/71RYljfG4BAg/hKQAAAIAA4enuU3cBqi+5++eSs0CU4BTwtwsuOKIZM9yHG5s3N9CwYQ+wAAnAY570FsINAOX18ccdZbE49PjjXxaM8bkFCEyEpwAAAAACmDfPP/XHtUtDcAoYpUGDw0pJme023Ni0KW8B8swZFiABeO6SS/aqVi16CwD/mzfvSlks0j//+SW9BQhghKcAAAAAAoiz55uWdkteZ+8xAsEpYJSGDQ8rJSVVtWufdjln06aGGjasLwuQALy2bNmlqlAhW4MHfyqrtegxegsAX/vooyt17FiMvv/+YnqLG5EyN8AiPAtv/PcHAAAAEERKu32v0UGlu+CU0BTwhYYND2nGjNmqVct1cLpxY0MNG/aAzp6tYGBlAELJ4sXtZLFIQ4Z8WjBGbwHgL0uXtjK7BABuWEufAgAAAABGchY6utrJ6Sy8NArBKWCExo0PKzY2w+Xxn39uRLgBwCc+/7ydpk3rIYneAgBAOGPnKQAAAIAAVNrte826Va9UNDSVCE4B/1q9uoUmTLhbI0fOU0SEo8ixDRsa6ckn+yozk3ADgG8sWnSZjh+vrB9/vJDeAsBjjRsfVKtWf2rhwvZmlwLABwhPAXgtNTVVqampJcYzMlx/GxwAAMB/Ct++19v3lRfBKWCE5csTJDk0cuTHBQHqhg2N9eST9xNuAPC5b79tYXYJAIJIXNxBTZ8+WzVrZig6Okfz5nU0uyQA5UR4CsBr6enpWrlypdllAACAkOfN7lNfBKHeKBySEpwCRli+/FJZrQ4NHz5fP//cWCNG3K/MzGizywIAAGEsLu6AUlJmq0aNM5Kkxx//Qna7RfPnX2FyZcEvUmX7iqwvr1+YzWZTTExMiXk2m002m82QmmAcwlMAXouLi1Pnzp1LjGdkZCgtLc2EigAAQHgx+va97kJRglPASEuXttLJk5W1cWMjglMAHmvS5IA6dNihDz642uxSAISQJk0OaPr0v4LTfP/+92I5HNKCBQSoocTVuneXLl2MLQSGIDwF4DVX36bZvHmzEhISjC8IAACEMFfhaOEA1RfXKAuCU8AM69Y1M7sEAEHkwgv3a/r0OYqNPaMKFXL01lslvwwOAN4q3FuceeKJxTp8uJpWr+Y24KGiffv2TneexsXFGV8M/I7wFAAAAECQK233qa/DzZxCvyY4BQAgUDVtul/Tp89W9ep5f1//7W/L5XBIb79NgAqg7Ir3Fmd+/LGJ1q1ramBV8LfU1FTFx8ebXQYMYjW7AAAAAABwz9WiRPEQ09VPeeQ4+SmtLgDeaNp0nxITl0tymF0KgBDStOk+p+HG3/++XH37rjKpKgDBzlVvKSwt7UKNGHG/zp3jEQNAsGLnKQAAAIAg4O/b9+aUPqUIglPAF5o126dp0+aoevWzqlgxW7Nm3SjJYnZZAIJc4d7izMMPL9PevTW0fPmlBlcGIJiV1lskad26CzVqVB9lZUUZWFloipC5AVaEideG+QhPAQAAAIQZb4PSfASmgC9ddNFeTZs2R9WqZUqS7rvvOzkcFr36alcRoAIoq+K9xZm1a5vq22+bG1gVgGDnaW956qn7CE6BEEB4CgAAACBIlGX3KUEpEIguvnivpk4tuQDZp8+3ststeu21G0SACsBbrnpLYT/80ExPPXWvsrMJNwB4ht4ChB+eeQoAAAAgBDh7Nqk3wakvn5MKwJ2LL97jdudG376r1a3bBoOrAhDsSustkrRmDeEGAO/QW4DwxM5TAAAAAEHE1e5Tb88BwAyXXLJHU6e+papVXS9Afv/9RVq+PMHAqgAEO097y+jR9yo7m+VQAJ6htwDhiz/RAAAAAIJMWQNUQlPATM2b79bUqW+pSpVzLud8993FGjOmNwuQADxGbwHgD/QWILzxpxoAAABAEPImQCU0BczWosVuTZnifgHy228v1tixLEAC8By9BYA/0FsCQ6QkM2+EzH/Z8MZ/fwAAAABBypMAleAUMFuLFrs0ZcrbbhcgV6++RGPH9lJODssUADxDbwHgD/QWABLhKQAAAICg5ipAJTQFAkHLlrs0ZcpbionJcjnnm2+aa9y4e1iABOAxegsAf6C3AMhnNbsAAAAAACif4kEpwSkQCOLj/yx1AXLVKhYgAXgnPv5PTZ1KbwHgWxUrntOECe/RWwBIIjwFAAAAEBLOFvu/AMyUkPCnpkx52+0C5MqVLTRuHLe8A+C5/N5SuTK9BYBvZWZW0OTJdyg723lkQm8BwgvhKQAAAIAQQXAKBIKEhD80ebL7cGPFipZ65pl7lJsbYWBlAILZpZf+oSlT3qK3APCbNWsu0ejR95YIUOkt5ogKgB+EL74mAcBrqampSk1NLTGekZFhfDEAAAAAAsall+YFp5UqZbucs2JFS40ffzcLkAA8VrFilsaM+YDeAsDvvv/+Eo0Z01tjxnygqCg7vQUIU4SnALyWnp6ulStXml0GAAAAgADSqlW6Jk16x224sWxZvCZMuEt2OwuQADyXmRmt8ePv1sSJ76pChZwSx+ktAHzpu++aa+zY3urUaYsmT76D3gKEIcJTAF6Li4tT586dS4xnZGQoLS3NhIoAAAAAmKl163RNnOg+OF26NEHPPnsnC5AAyuS//71QI0bcr2efLRqg0lsA+MO33zbXt982N7sMACYhPAXgNZvNJpvNVmJ88+bNSkhIML4gAAAAAKaJjs7WqFEfEZwC8LuffrpQI0b00bPPvqcKFXLoLQAAwC+spU8BAAAAAABwLisrSqNH36uMjGinx7/++lLCDQA+89NPTTVq1H1atKgtvQWAVxo3PiiLxW52GQCCAOEpAAAAAAAoly1bGmrYsAd05kzRAPWrr1pp0iTCDQC+lZbWTNOm8RxCAJ5r1+43zZr1qp544nNJDrPLgQcilHfrVLN++BsmvBGeAgAAAACActu8uZGGDXtAZ89GScoLTidP7im7naUHAABgnssu+63gdt933JGmgQMXiQAVgDv8CwYAAAAAAPjEpk2NNHToA/rkk/YEpwC80rTpPlmt3E4TgG+1b79DEybkBaf57rgjTf/+NztQAbjGv2IAAAAAAIDPbNrUWM89153gFIDHOnTYof/85zUNG7aAABWAz3ToUDI4zXfnnev0r38tFgEqAGf4lwwAAAAAAAAAU3TosF3jx7+n6Ohcdev2s4YO/YQAFUC5Fe4trlSsmC2LhfAUQEmRZhcAAAAAAAACW/Pmu7VjRz3l5LCMAMB3rrjiV40b936RcOOmmzbI4ZCmTr2DHewAysRZbynus8/aKSWluxwO+kygipQUZfL1C7PZbIqJiSkxz2azyWazGVITjMO/egAAAAAAgEv5C5Br1lykceN6KTc3wuySAISAjh1/1dixzsONm2/eIIfDoqlTbyfYAOAVd70lH8EpyiItLc3peJcuXYwtBIYgPAUAAAAAAE517PiLxo79QNHRuerUaZueeuojPfPMPQSoAMqlY8dfNG7c+4qKcn173uxs+gwA73jSWxYuvEwzZtxGcAqvtW/f3unO07i4OOOLgd8RngIAAAAAgBKuvPIXjR1bdAGyc+etcjjmafz4uwlQAZSJs95S3CeftNfzz99KuAHAY/QW+Ftqaqri4+PNLgMGITwFAAAAAABFXHXVNo0Z84HTBcguXbZIkp555m7Z7QSoADx39dXbNHq0896S75NP2uu5526TZDGuMABBjd4CwNcITwEAAAAAQIGrr96q0aM/dLsAeexYjOx2dm0A8JwnvWX+/A564YVbRbgBwFNXX71VY8Z8qMhIekuoiZC5ARZfEQxvhKcAAAAAAECSdM01eeGGuwXIjz++XC++eItYgATgKXoLAH+gtwDwF8JTAAAAAACgTp226KmnPnK7APnRR1fo5ZdvFguQADzlSW+ZN+8KvfQSvQWA5+gtAPyJ8BQAAAAAgDDXqdNmPf30R4qIcLic8+GHHfWf/9wkFiABeMqT3sKXMgB4i94CwN8ITwEAAAAACGOdO2/WU08RnALwLXoLAH+gtwAwAuEpAAAAAABh6rrrNmnkyHluFyDff/9KzZzZTSxAAvBUly6bNGoUvQWAb3XqVHpwSm8B4AuEpwAAAAAAhKHrrtuokSM/drsAOXfuVZo160axAAnAU/QWAP6yd29NZWRUULVqmU6P01tCS6SkKJOvj/DFf38AXktNTVVqamqJ8YyMDOOLAQAAAOC1G274WcOHz3cbbrz33tV69dWuYgESgKeuv36jRoxwH5zSWwCU1Y4d52vw4H6aNm1OiQCV3gLAlwhPAXgtPT1dK1euNLsMAAAAAGXQtevPevJJ98HpO+9co9deu0EsQALwVOfOm0sNTuktAMpr+/b6Gjy4n6ZPn6OqVfMCVHoLAF8jPAXgtbi4OHXu3LnEeEZGhtLS0kyoCAAAAIAnunbdoCefXEC4AcDnfv+9jk6cqKyaNZ3flYreAsBX8gPUadPm6NNP29NbAPgc4SkAr9lsNtlsthLjmzdvVkJCgvEFAQAAAChVt27rNWzYAlmtrue89da1euON68UCJABv/fnneUpOTlRKyuwSASq9BYCv/fprff3tbwN0+HA10VsA+JqbfzIBAAAAAIBQcN11m0oNTufM6US4AaBc/vijjpKTE3XsWOWCMXoLAH85fLi66C2hKzIAfhC+CE8BAAAAAAhxW7deoIMHq7s8Pnt2Z7355nViARJAeRUOUOktALzn+tECAGAUwlMAAAAAAELc/v01lJycqAMHqpU49uabXZSaSrgBwHfS0+vqb397jN4CwCu33PKTJk58R1FR2WaXAiDMEZ4CAAAAABAG9u2rqeRkmw4e/CtAffPNLpozp4t5RQEIWcePVzG7BABB5NZbf9TQoZ+qY8cdeuaZ9wlQAZiK8BQAAAAAgDCxd29NJSUl6tChqnrjjesITgF4xWq1m10CgBB0220/asiQhQWvr7hih8aN+0BRUTkmVgUgnBGeAgAAAAAQRvburaW//e0xvfVWZ7NLARBEundP0/Tps1Wx4jmzSwEQQrp3T9PgwQtLjHfsuF1jx75PgArAFISnAAAAAACEmdOnK5ldAoAg0qNHmgYN+kxt2vyhSZPeVcWKWWaXBCAE9OixToMGfeby+JVXbtdVV/1iYEUIJJGSokz8ifT/bxEBjPAUAAAAAIAQEBGRa3YJAELQ7bevU3LyX+FG69Z/6NlnCVABlM8dd6xVcvIit3NmzeqqlSvjDaoIAP5CeAoAAAAAQJDr2XOtXnzxdcXEnDW7FAAhpGfPtUpKKhlutG2brgkT3lWFCgSoALzXs+daDRz4uds5s2Z11dy51xhUEQAURXgKAAAAAEAQ69nzBz3xxOdq0WKvpk59SzExmWaXBCAE5PcWV9q1S9dVV/1qYEUAQkFpvUWSXnnlRoJTAKYiPAUAAAAAIEjdddcaPfHE4oLXBKgAfKF4b3HmP//ppuXLEwyqCEAo8LS3fPDB1QZVBADOEZ4CAAAAABCE7r77e/3rX1+UGG/RYo+mTHlLlSsToALwnqveUtjLL9+kDz+8yqCKAIQCegu8FSEp0sSfCP//FhHACE8BAAAAAAgy99zzvR5//EuXx1u23KOOHbcbWBGAUFBab5Gkl166SR99dKVBFQEIBfQWAMEm0uwCAAAAAACA53r1+k6PPfaV2zkvvXSzli271KCKAIQCT3rLiy/erI8/7mhQRQBCAb0FQDAiPAUAAAAAIEj07v2tBgz42u2cF164RfPnX2FQRQBCgSe95fnnb9GCBfQWAJ6jtwAIVoSnAAAAAAAEgfvuW63+/Ze4nfP887dqwYLLDaoIQCigtwDwh3vv/VaPPlpacEpvQfCw2WyKiYlxOm6z2YwvCH5FeAoAAAAAQIDzJNx47rlb9cknLEAC8FyfPt/oH/9Y6nYOvQWAt/jcglCUlpbmdLxLly7GFgJDEJ4CAAAAABDA7r//Gz3yiPtwIyXlNi1c2MGgigCEAnoLAH+gt8BXIiVFmXz9wtq3b+9052lcXJwh9cBYhKcAAAAAAASovn1X6eGHl7mdk5LSXQsXtjeoIgChgN4CwB8qVjynW275r9s506d312ef0VsQfFJTUxUfH292GTCI1ewCAAAAAABASQ8+uLLUcGPatB6EGwC8Qm8B4C+ZmRWUlJSoPXtqOD0+bVoPglMAQYHwFAAAAACAANOv3wr97W/L3c6ZOrWHFi26zKCKAIQCegsAfzt8uLqSkmxFAlS7XZo69XZ6C4CgQXgKAAAAAEAASUxcroceWuHyuN0uTZlyuz7/nAVIAJ6rUCFLnTtvcXmc3gLAVw4d+itAtduladNu1+eftzO7LADwGM88BQAAAAAgIDhks61QYuJKlzPydm7coS++aGtgXQBCwblz0Ro0qJ9SUmarSZNDRY7RWwD42qFD1ZWcnKj4+F1avvxSs8tBEIqUuQEW4Vl4478/AK+lpqYqNTW1xHhGRobxxQAAAAAhwaGHHlqufv1WuZyRtyusp778so1xZQEIKcePV1FycqJmzJituLi8ADWvt9yhL78kOAXgWwcPxurgwVizywAArxGeAvBaenq6Vq50/W14AAAAAN6Jjs7R5ZfvcHncbpcmT+6pr75qY1xRAEJSfoCakpKqRo0O86UMAACAYghPAXgtLi5OnTt3LjGekZGhtLQ0EyoCAAAAgltWVpSGDHlQ06bN0SWX7CtyLDfXokmTemrJktYmVQcg1Bw7lhegJiTs0jfftDS7HABBw6E771yrZcsSdOJEjNnFAIDfEJ4C8JrNZpPNZisxvnnzZiUkJBhfEAAAABACTp+upMGD+2n69Dm6+OK8ADUvOL1TS5a0Mrk6AKHm2LGqBKcAvODQww8vVd++q3XbbT8qOTlRJ08SoAIITVazCwAAAAAAAHnyAtQH9euv9ZSba9HEiQSnAADAbA498sgS9e27WpLUtOlBpaTMUbVqGSbXhVAWKSnKxB92HoY3wlMAAAAAAALIqVOVNXhwP40a1UdLlxKcAvCUQ/fe+61q1z5pdiEAQopD/ft/rfvv/7bIaNOmBzR9+hxVq3bGpLoAwH8ITwEAAAAACDCnTlXWmjUXm10GgKDh0KOPfqVHH/1aKSmpqlWLABWAL+T1lvvu+87p0WbNDmjy5LdltdoNrgsA/IvwFAAAAAAAAAhaDg0Y8JXuvfd7SVLDhkeVkjJbNWueMrkuAMGtaG9xJjfXorlzr5bdTswAILTQ1QAAAAAA8DuHHnhgperVO2Z2IQBCikOPPfalevcuGm40anREM2akEqACKCPnvaWw3FyLxo27RytXxhtYFwAYg/AUAAAAAAC/cuif//xCf//7cs2Ykaq6dQlQAfiCQ48//oV69Vrj9GijRkc0ZcpbslpzDa4LQHDL+9ziqrdIUk6OVePG9dKqVQSnAEIT4SkAAAAAAH7j0L/+tVj33PODJKlevRN67rlU1a173NyyAAS5vN5y990/uJyRk2PV7NldZLdHGFcWgCBX9HOLMzk5Vo0d20urVrU0sC6Eo0hJUSb+RPr/t4gARngKAAAAAIBfOPTvf3+uu+5aW2S0Xr0T/9uBetycsgAEOee9pbD8cOObbwg3AHjKs94yZkwvrV7dwsC6AMB4hKcAAAAAAPicQ0888bnuvHOd06Pnn39cU6a8pYgIbqcJwHMWi10DBy5y2VskKTvbqjFjehNuAPCC+88t0l+95dtv6S0AQh87jwEAAAAA8CGLxa4nnvhcd9yR5nJOdrZVs2bdqNxcbqcJwDOe9pYxY3rru++aG1gZgGDmaW8ZPfpeff/9JQZWBgDmITwFAAAAAMBH8neF3X77jy7nZGVFaPTo3lqzhgVIAJ6xWOxKSlqkHj3oLQB8h88tAOAc4SkAAAAAAD5gsdiVnPyZunf/yeWcvAXIe7VmzcUGVgYgmNFbAPgDvQWBLkLmBljcHya8EZ4CAAAAAFBOni5APv30vfrhBxYgAXjGYrFr0KCFuu22/7qcQ28B4C0+twCAe4SnAAAAAACUg8Vi1+DBC3Xrre7DjVGj7tO6dRcZWBmAYEZvAeAPnvaWp566T2vX0lsAhCfCUwAAAAAAyshisWvIkE91yy3rXc7JCzf6aN26ZsYVBiCoWa12DR5MbwHge717f8+XMgCgFFazCwAAAAAAIBhZraUHp+fORWrkSMINAJ7L6y2f0FsA+MUnn7TXzz83cnrsr95CcAogvBGeAgAAAADgJavVrqFDPQs30tIINwB4xmq1a9iwBbr55g0u59BbAJRHZmYFPflkX23c2LDIOL0FAP5CeAoAAAAAgBfyw42bbnIdbmRmRmrEiPv1449NDawMQLC7++416tbtZ5fH6S0AfOHs2QoaNuwBbdqUF6CeOxepESP60FsQUKIipKhIE38izP7/AMxEeAoAAAAAgIesVruefHK+R+HGTz9daGBlAELBggUdtG6d8/CC3gLAl/IC1L768ccm/+stBKcAkI/wFAAAAAAAD1ituRo+fL5uvHGjyzmZmZEaPryv/vtfwg0A3svOjtKoUfdp3bqiPYTeAsAfzpypqMGD+/GlDAAohvAUAAAAAAAP9Oy5Tl27ug5Oz56N0pNP9tX69U0MrApAqMnKitKoUX2UlpYXZtBbAPiXxewCACDgEJ4CAAAAAOCBTz7poFWrmjs9dvZslIYP76sNGwg3AJRfXoB6n7799hJ6CwCvWK25qlv3uNllAEBQIzwFAAAAAMADubkReuaZe7R69SVFxvN3hW3YEGdOYQBC0rlz0Ro1qg+9BYDHIiJy9dRT8/Tyy6+pYcPDZpcDlEtEhBQZad5PRITZ/x+AmQhPAQAAAADwUE5OpMaO7aVvv71YknTmTLSGDn1AP/8cZ25hAAAgrEVE5GrUqHnq0mWLatU6rZSUVAJUACgjwlMAAAAAALyQF6D21tKlCRo27AFt2tTY7JIABImIiFxdcMERs8sAEGLydpx+pC5dthSM1a6dF6A2aECACgDeijS7AAAAAAAAgk12dqTGj7/H7DIABJHIyBw99dRHat36Dw0alKjffqtndkkAQkB+b+nUaVuJY3kB6mwlJdm0Z08tE6oDQofNZlNMTIzTcZvNZnxB8CvCUwAAAAAAAMCPIiNz9PTTH+naa/PCjenTZys5OVE7dxKgAii74r3FmcqVz6latTOEp0A5paWlOR3v0qWLsYXAEISnAAAAAAAobwGyQYMjSk+va3YpAEJIZGSORo/+UNdc80vBWPXqZzV9+hwlJyfq99/pOQC856y3FHf6dAUNHfqAtm5taGBlgG9ERkhRJj54MtJS9HX79u2d7jyNi4szpiAYivAUAAAAABD2oqJyNHr0B2rTJl1DhjzIIiMAn8jvLVdf/WuJY7GxZ/53O81EvrQBwCvueku+vOD0QW3d2sDAyoDQlZqaqvj4eLPLgEFMzO0BAAAAADBfVFSOxozJW4CMicnSlClvq0WL3WaXBSDIFe4trkRG5qpixWwDqwIQ7DzpLadPV/jfl8EITgGgLAhPAQAAAABhKyoqR2PHvq+rrvprAbJKlXOaMuUtNW9OgAqgbJz1luJOn66gwYP7ads2wg0AnomKyta4cfQWAPA3btsLwGupqalKTU0tMZ6RkWF8MQAAAEAZ5S1AfqCOHbeXOFalyjlNnfqWBg/up19+ucCE6gAEK3e9Jd+pUxU1ePCD+vVX+gsAz+QHpx077nA5h94CAL5BeArAa+np6Vq5cqXZZQAAAABlFhWVrWeeeV9XXOF6AdJut8hutxhYFYBg50lvOXmyooYM6adff61vYGUAghm9BQCMRXgKwGtxcXHq3LlzifGMjAylpaWZUBEAAADguaiobI0fP1eXX/6byzknTlTS4MH9tGPH+QZWBiCYedJbTp6sqMGD+2n7dsINAJ6Jjs7rLR060FsQXiIipMgIE6+fa961YT7CUwBes9lsstlsJcY3b96shIQE4wsCAAAAPOTJAuSJE5U0aFA//fYbwSkAz3jaW/hSBgBv5PWW99Shw06Xc+gtAOB7hKcAAAAAgLDg6QLkoEGJ+u23egZWBiCYed5b+FIGAM9VqJCl8ePnqn17PrcAgNEITwEAAAAAIY8FSAD+QG8B4A8VKmRpwoT3dNllv7ucQ28BAP8hPAUAAAAAhLQKFbL07LPvqV071wuQx49X1qBB/bRzJwuQADxDbwHgD9HR2fQWADAZ4SkAAAAAIGRVrJilCRPeVbt26S7nHDtWWcnJiUpPr2tcYQCCGr0FgL/k5EToyJEqLo/TWxAuoiKkKBMTrCjzLo0AQHgKAAAAAAhJFStm6dln31Xbtuku57AACcBb9BYA/mS3WzVp0p2yWKSuXTcWOUZvAQBjEJ4CAAAAAEJOxYrnNGnSu2rd+g+Xc44ejdGgQYlKT69jYGUAgll0dLYmTnxHbdrQWwD4j91u1cSJPWWxOHTDDZsk0VsAwEhWswsAAAAAAMCX8oLTd0oNTvN2brAACcBz2dkR+vPP2i6P01sA+IrdHqFnn71Ty5bF01sAwGDsPAUAAAAAhIxKlfKC01at/nQ55+jRGCUl2fTnn+cZWBmAUOBwWPXcc7fJYpF69PixyDF6CwBfs9sjNGHCXTrvvFM6cCDW7HIAIGwQngIAAAAAQkJUVLYmT35bl166y+WcI0eqKCkpUbt2EW4AKBuHw6oZM26TxeJQ9+4/SaK3APAfuz2C4BQADEZ4CgAAAAAICdnZkdqypYHL8PTw4SpKTrZp1y7Xt9wEAE84HFalpHSX1erQ5Zdvp7cA8JJDksXsIoDAFvG/H7M4TLw2TEd4CgAAAAAIERbNnNlNFovUu/f3RY4cOlRVycmJ2r2bcAOAbzgcVk2b1kO1ap3W4cPVzC4HQJCoXDlTY8d+oLffvlYbNjQxuxwAgBNWswsAAAAAAMB3LHrllW768MOOBSOHDlVVUpKN4BSAzzkcVoJTAB6LicnUlClvq337nZo48V21bp1udkkAACcITwEAAAAAIcai//znJn300RUFwemePbXMLgpA0OA+fQB8Ly84fUvx8bslSZUqZWvixHfUqlW6uYUBAEogPAUAAAAAhCCLXn75Zv3jH/0JTgF4LCbmrJ5//k117Pir2aUACCExMWc1depbatlyT5HxSpWyNWnSO7r00j9MqgwA4AzhKQAAAAAgRFl0/HgVs4sAECSqVDmradPeUqtWf2rs2Pd1+eXbzS4JQAjI7y0tWuxxerxSpWwlJy+U1Wo3uDIgwEVIijTxJ8L/v0UELsJTAAAAAEDQYGERgD/khRtz1Lz5XklSdHSunnlmrjp0IEAFUHbFe4sz+/dX14gR98tuZ6keAAIFHRkAAAAAEBSqVj2jl156XZ07bza7FAAhpGrVM5o+fY4uuWRfkfHo6FyNHz9X7dvvMKkyAMHMVW8pbP/+6kpKsmnfvpoGVgYAKA3hKQAAAAAg4FWtekbTps1RixZ79NRTH6lTJwJUAOWX31suvth5uBEdnavHH/9CVmuuwZUBCGal9RYpLzgdONCm/ftrGFgZAMAThKcAAAAAgIBWrVrezo2LL94vSYqIcOjppz9Sp05bTK4MQDAr3luc2bcvVsOGPSC7nQefAfCMp71l4MCHdOAAwSkABCLCUwAAAABAwKpWLUPTp8/WRRcVXYCMiHDoqac+0rXXEqAC8J6r3lLY3r2xSkqy6cCBWOMKAxDU6C0AEBoITwEAAAAAAalatQylpMxRs2YHnB6PjLTr4YeXKiKC22kC8FxpvUWS9uypQbgBwCv0FsDHIiRFmvjDTSfCWqTZBQAAAAAAUFz16nk7N5o2Pehyzp49NTR4cD/l5rKyAcAznvaWpCSbDh2qbmBlAIIZvQUAQgvhKQAAAAAgoMTGntb06XN04YXuFyAHDrTp8GEWIAF4ht4CwB886S27d9dUUlIivQUAggThKQAAAAAgYMTGnlZKymw1aXLI5Zxdu2oqOdmmw4erGVgZgGDmSW/JCzfoLQA8x+cWAAhNPPMUAAAAABAQatQ4rRkzWIAE4Fue9haCUwDe8KS3/PlnLT63AEAQYucpAAAAAMB0NWqcUkrKbMXFHXY5J28BMlFHjrAACcAz9BYA/kBvAQwQKXMTLLuJ14bpCE8BAAAAAKaqWTNvAbJxY/cLkElJNh09WtXAygAEM3oLAH/p1GlrqcEpvQUAghe37QUAAAAAmKZmzVOaMSPVbbjxxx+1NXAgC5AAPOdpbyHcAFAWn3xyuVJTOzs9xucWAAh+hKcAAAAAAFPUqnVSM2akqlGjIy7npKfXVlJSoo4dYwESgGe86S2EGwDKavbsLpozp1ORsfT085SUZONzCwAEOW7bCwAAAAAwXO3aJ5WSkqqGDY+6nJOefp6SkxN17FgVAysDEOwuv3xHKcEpvQWAL1j05pvXSZL69VtFbwGAEEJ4CgAAAAAwlCfB6e+/n6dBg1iABOC9xYvbqUqVTD322FcljtFbAPhWXoB6/HiMli+P1/Hj9BbAZ6ySIky+PsIW4SkAAAAAwDC1a5/QjBmz1aCB6+B05846GjSoHwuQAMrsww+vksXi0IABXxeM0VsA+IdF8+dfYXYRAAAfIjsHAAAAABimdes/3Aanv/1WR8nJiYQbAMrtgw+u1qxZXSXRWwAAAOA5dp4CAAAAAAyzdGkrVa6cpeTkz0oc++23uho0qJ9OnIgxoTIAoWju3Gt08mRlffvtJfQWAB4777wTio/fpRUrEswuBQBgAsJTAAAAAIChFi5sL8mh5ORFBWM7duQFpydPEm4A8K3PP29ndgkAgkidOsc1Y0aq6tU7rujoHH31VRuzSwIAGIzwFAAAAABguIULO8hqdWjgwM+1fXs9DR7cTydPVja7LAAAEMbq1j2ulJRU1a9/XJI0bNgCORwWff11a3MLA2A6m82mmJiSX/S02Wyy2WzGFwS/IjwFAAAAAJjik08u16lTlZSW1pTgFIDH6tY9prZt0/XFF23NLgVACKlb95hmzJit888/XjBmtUpPPjlfDoe0ZAkBKmCoSJmbYOUWfZmWluZ0WpcuXfxfCwxHeAoAAAAAMM2yZZeaXQKAIFKv3rH/3U7zhCpWzNaCBZebXRKAEFC4txSXF6Au0OnTFbVmzSUmVAcgELRv397pztO4uDjji4HfEZ4CAAAAAAAg4J1//lGlpMwuCDeeeOJzORx5u9gBoKyK9xZnduyop02bGhlYFYBAk5qaqvj4eLPLgEGsZhcAAAAAAAgd9esfVc+ea80uA0CIqV//qNNdYQMHfq4ePdaZVBWAYHf++c57S2HbttXXoEH9dPp0JQMrAwCYiZ2nAAAAAACfqF//iGbMmK06dU6qYsUszZ17jdklAQgBhXuLM8nJi3TiRGWtWsVuEACey/9ShqveIklbt9bXkCEPKiOD4BQAwgnhKQAAAACg3OrXP6LnnkvVeeedkiT1779EkghQAZRL8d7izJYtF+jHH5saWBWAYOdpbxk69EFlZFQ0sDIABSJkboKVY+K1YTpu2wsAAAAAKJcLLnC+ANm//xL17v2tSVUBCHauekthmzc3INwA4BV6CwCgNISnAAAAAIAya9DgsGbMcL0AOWDA1+ra9WeDqwIQ7Bo0OKznnnvTbbixaVMDDR36AOEGAI+V9rlForcAALhtL4AySE1NVWpqaonxjIwM44sBAACAaRo2PKyUlFTVrn3a5ZxNmxrqu+8uNrAqAMHO094ybFhfnTlDuAHAM/QWAICnCE8BeC09PV0rV640uwwAAACYqGHDQ5oxY7Zq1XK9ALlxY0MNG/aAzp6tYGBlAIIZvQWAP9BbAADeIDwF4LW4uDh17ty5xHhGRobS0tJMqAgAAABGatTokFJS3C9A/vxzIz35ZF8WIAF4rFGjQ5oxI1U1a7q+qxG9BYC3+NwCAPAW4SkAr9lsNtlsthLjmzdvVkJCgvEFAQAAwDCNGx9USspst+HGhg15C5CZmSxAAvAMvQWAP9BbgCBmlRRh8vURtvjPDwAAAADwiGcLkI1ZgATglbg4egsA36O3AADKivAUAAAAAFCquLgDpd5O87//jWMBEoBX4uIOKCWF3gLAtypWzNLUqXPoLQCAMiE8BQAAAAC4lRduzFaNGmdczvnppziNGHG/MjOjDawMQDBr0oTeAsA/MjOjNWtWN+XmWpwep7cAANzhmacAAAAAAJfyw43YWHfhRhONGNFH586xAAnAMxdeuF/Tp8+htwDwmyVLWklyaPjw+bIW2kJEbwEAlIbwFAAAAADg1IUX7ldKymxVr37W5Zwff2yikSNZgATguQoVsjR58ttug1N6CwBfWLKktaxWh4YNWyCrld4CBJVImZtgkZ6FNW7bCwAAAAAooWnT0oPTdesu1IgR97MACcAr585F6/nnb1NOjvNlqbQ0egsA3/nqqzaaMqWn1q5tSm8BAHiE8BQAAAAAUETTpvs0fXppwWlTjRrVR1lZUQZWBiBUrF7dQuPG3VMiQF237kKNHElvAeBbX37ZRsOGPUBvAQB4hPAUAAAAAFAgKipbEye+6zY4Xbu2qUaNuo8FSADl8s03LfXMM/coN9ciKb+3EJwC8BeL2QUAAIIE4SkAAAAAoEB2dpSmTLlDWVkRTo//8EMzglMAPrNqVUuNG3ePvv32YnoLAK/Urn1CksPsMgAAIYjwFAAAAABQRFpas//t/ioaoK5Zc5GeeupeZWcTbgDwnVWr4jVqVB96CwCPXXzxHr3xxiv6+9+XiQAVCFERkiJN/HH+XVKECcJTAAAAAEAJ69Y101NP3VcQoH7//UV6+mmCUwD+wu00AXjmkkv2aPr0OapaNVMPPPCNHnpouQhQAQC+RHgKAAAAAHBq7dq8wHTlyhYaPfpeZWdHml0SgCBRr94xEWYA8LXmzXdr2rQ5qlLlXMFYv36rZLOtMK8oAEDIITwFAAAAALj0ww8Xa8wYglMAnmvRYrf+7/9m6vHHvxABKgBfadFit6ZOfatIcJovMXGlEhOXm1AVACAUEZ4CAAAAAADAJ1q02KWpU/N2hd199w/65z8JUAGUX+He4kqzZvtltdoNrAoAEKoITwEAAAAgzDRocJjFRQA+17LlLk2d+pZiYrIKxu655wc99tiXIkAFUFbOektx33zTXGPH9pLdznI3AKD8+NsEAAAAAMJIfPyfmjnzVQ0e/KksFgJUAL4RH/+ny3CjV681GjDgKxGgAvBWQoLr3pJv1aq84DQnh0cMACElIgB+ELYITwEAAAAgTCQk/KkpU95WTEyWbrllvQYNWkiACqDc8ntL5cquw426dY+z4x2AVxIS/tDkye57y8qVLTRuXC/l5pJyAAB8h6/jAAAAAEAYSEj4Q1OmvK1KlbILxm677b9yOCxKSekuh4Pv1gLw3qWX5oUbhXtLcStWtNT48XfLbifcAOAZb3oLwSkAwNf41zEAAAAAhLhLLy0ZnObr3v0nJSUtYgcqAK+1apVOuAHA5+gtAACzsfMUAAAAAEJY69bpmjjxHbcLkDExmbJYHHLwOEIAHvKktyxbFq8JE+5ixykAj9FbAACBgPAUAAAAAEJU69a/a+LEd90uQC5dmqBnn72TBUgAHqO3APAHeguAIiJkboJFmwlrhKcAAAAAEILatPldzz7rfgFyyZJLNXFiTxYgAXiM3gLAH9q23alnn31XFSvmuJxDbwEAGIXwFAAAAABCjCcLkF9/fakmTWIBEoDn6C0A/KFdu52aMIHeAgAIHISnAAAAABBC2rX7Tc8++54qVHC9APnVV600eXJP2e1WAysDEMzatcsLTuktAHyJzy0AgEBEeAoAAAAAIeKyy37ThAnuFyC//LK1pky5gwVIAB7zJNygtwDwFp9bAACBivAUAAAAAEJA+/Y7NH78XLcLkF980VpTp7IACcBz9BYA/pKVFSm73eLyOL0FAGAW/uYBAAAAgCDXocOOUnduLF7chgVIAF6htwDwp40bG+vJJ/vq7NmoEsfoLQAUobztf2b98IjlsMbfPgAAAAAQxC6/fLvGj39P0dG5Lud8/nlbTZ16OwuQADzWocMOegsAv/v55zgNH140QKW3AADMxt9AAAAAABCkrrjiVz3zzFy34cZnn7XTtGk95HDwzz8AnjtxopLOnSu5GywfvQWAr2zYEKfhw+9XZmYkvQUAEBD4WwgAAAAAglDHjr9q3Lj3Sw1OU1K6swAJwGu//nqBhgx5UKdPVyhxjN4CwNc2bGiiRx/9B70FABAQ+JsIAAAAAILMFVf8qnHj3O84/fTTy1iABFAuv/xSMkCltwDwlz/+qENvAQAEBP42AgAAAIAgc+BArE6frujy+CeftNdzz93GAiSActu2rYGGDn1QGRnR9BYAAGCcyAD4Qdji0y4AAAAABJn09DpKTk7U8eOVSxxbsKAD4QYAn9q6tYH+8Y9H9fzzt9JbAHjs6qu3afjwj2W1ur5TBgAAgYhPvAAAAAAQhNLT65YIUOfP76Dnn79VksW8wgCEpL17axKcAvDYNdds1ZgxH6hbt581YsR8AlQAQFDhUy8AAAAABKnff6+rQYP66cSJSvr448v1wgsEpwC84TC7AAAh6Nprt2j06A8VGWmXJN1wwyYCVABAUCE8BQJcbm6uPv74Y/Xp00fNmjVTlSpVVKlSJTVq1Ei33HKLXnzxRZ06dcrsMgEAAGCSnTvr6ZFHHtWLL94iglMAnurUaYvGjXtfUVE5ZpcCIIR06rRFTz/9UUFwmu+GGzZp+PAFslrtLt4JAEDgIDwFAlhaWppat26tu+++W3PnztVvv/2mjIwMZWZmateuXfriiy/073//W82aNdO8efPMLhcAAAAmOXSoughOAXiqU6fNevrpD3Xttds0ZswHBKgAfCK/txQPTvN17bpR11+/yeCqAAQtq6QIE39Iz8Ia//mBALVo0SJ16tRJmzdvLnXuwYMH1bt3b73xxhsGVAYAAABjcDtNAL7XufNmPf30R4qIyOsxV1316/9ur0mACqDsivcWZz78sKOWLLnUwKoAACgbwlMgAK1du1b33HOPcnJy1L9/f61atUonTpxQZmamfvnlF02bNk1169Yt8h673a4BAwZo/fr15hQNAAAAn7nuuk2aMuVtVaiQZXYpAELIdddt0lNPlQw3rr76FwJUAGXmqrcU9v77V+o//7lJ3CkDABAMCE+BAJORkaF7771XDRs21E8//aSZM2fq2muvVbVq1VShQgVdfPHFGjRokDZu3KjLL7+8yHuzsrI0YsQIkyoHAACAL1x33UaNHDlPHTr8pmeffY8AFYBP5PcWV+HGNdf8wu00AXittN4iSXPnXqWZM7uJ4BQAECwIT4EAM27cOEVGRuqbb75RQkKCy3nnnXeeFi5cqDp16hQZ/+qrr3Ts2DF/lwkAAAA/uOGGnzVy5McFC5Dt2v2u8ePnKjo62+TKAASz4r3Fmffeu1pffdXawKoABDtPe8usWTeK4BQAEEwIT4EAcujQIb322mtasGBBidvyOlOnTh0lJycXGcvNzdX27dv9VSIAAAD8pGvXnzV8+PwSC5Dt2+/U+PHvEaACKBNXvaWwd965Rq++2lWEGwA8RW8BAIQywlMggJx33nlau3at4uPjPX5P9+7dS4xFRkb6siwAAAD4WdeuG/Tkk64XIDt02MntNAF4rbTeIklvv32tXnvtBhFuAPAUvQWAISIkRZr4E+H/3yICFwkLEGCaNm3q1fwmTZoUeV2hQgW1aNHClyUBAADAj7p1W69hwxbI6uarrW+9da2++KKNYTUBCH6e9pY33rhehBsAPEVvAQCEA8JTIMhlZWUVeX3nnXeqUqVKJlUDAAAAb9x003oNHep+AXLOnE56883rxAIkAE/RWwD4A70FQDiz2WyKiYlxOm6z2YwvCH5FeAoEuT///LPg11FRURo9erSJ1QAAAMBTN9/8Xw0Z8onbBcjZszsrNbWLWIAE4ClPektqamfNnn2dcUUBCHo33fRfDR1KbwEQvtLS0pyOd+nSxdhCYAjCUyDIff311wW/njBhgpo3b25iNQAAAPDELbf8pMGDP2UBEoBPedJb3nyzi+bM6WJYTQCCH70FAKT27ds73XkaFxdnfDHwO8JTIIg5HA698cYbkqQHH3xQQ4YMMbkiAAAAlObWW3/UkCEL3c5hARKAt+gtAPzh1lt/0qBBBKcATBApcxOsYtdOTU1VfHy8ObXAcISnQBB74YUXtGXLFt1///168803zS4HAAAApbjtth81eLD7cOONN67TW291NqgiAKGge/c0DRr0mds5r79+nd5+m94CwHMVK2apX78VboNTegsAIBS5+asPQCB79913NWjQIF166aWaNWuWIiIizC4JAAAAbnTvnlZqcPraa9cTnALwSo8epQenr712PeEGAK9lZkZr0KBEHT5cxelxegsAIFQRngJB5vDhwxowYID69u2r3Nxcbdy4UY0bN9aLL74ou91udnkAAABwokePdaWGG//3fzfonXc6GVQRgFDQo8c6JSfTWwD4z549tZSUZCsRoNJbAAChjPAUCAK5ublKS0vToEGDFBcXp5kzZxY5fvToUf373//WjTfeqOPHj5tTJAAAAJy64461Sk5e5HbOq6/eoHffvdagigCEgujobN1773du58ya1ZXeAqDcdu+ureRkm44cyQtQ6S0AgFDHM0+BIBAfH6/t27eXurN02bJluummm7RixQpVqlTJoOoAAADgSs+ea/XEE5+7nTNrVlfNnXuNQRUBCBVZWVFKTk7UjBmpql//eInj9BYAvrRrV20lJSXqsst2asGCK8wuBwAAv2LnKRAEtm3bpnPnzmnXrl165513dNdddyky0vl3H9auXauhQ4caXCEAAACKu/POH0oNTl955UbCDQBldvBgrJKTbdq3L7bIOL0FgD/s2nUewSkA41glRZj4Q3oW1vjPDwSJyMhINWjQQPfff7/mzZunrVu36t5773U695VXXtGOHTsMrhAAAAD5oqKydfvt69zO+c9/uumDD642qCIAoerAgVglJSVq//7qkugtAAAAQHkRngJBqlmzZpo7d67efPNNRUREFDmWm5ur119/3aTKAAAAkJ2ddzvNP/6o7fT4yy/fpA8/vMrgqgCEqgMHamjgQJumTetBbwHgleuu26jKlTPNLgMAgIBCeAoEOZvNpsmTJ5cYX758uQnVAAAAIN+xY1WVnJyoP/+sVWT8pZdu1kcfXWlSVQBC1YEDNbRo0WVmlwEgiNxzz/d6+ul5mjz5bQJUAAAKITwFQsATTzyh5s2bFxnbvn27SdUAAAAg39GjVZWUZCsIUF988WbNm9fR5KoAAEC469XrO/3zn19KkhISdmvy5HdUqdI5k6sCACAwEJ4CISAyMlL9+/cvMnbq1CmTqgEAAEBhR4/m7UCdNKmnPv6Y4BSA5266ab2qVTtjdhkAQkzv3t/qsce+KjKWkLBLkye/TYAKIHBEBsAPwhbhKRAievfuLYvFUvA6NjbWvGIAAABQxJEj1fTll23MLgNAELnvvtV68skFmjp1jqpWJUAF4Bv33bdaAwZ87fTYpZfu0sSJ78pqtRtcFQAAgYXwFAgR9evXV926dQteF/41AAAAACB43HffavXvv0SSdPHF+zVtGgEqgPIr3FtcWbYsQXY7S8YAgPDG34RACGnQoEHBr6+++moTKwEAAAh93bunqUYNHpUAwLfuv/+bEuFGXoD6lqpUOWtSVQCCnbPeUlxKym369NMOBlUEAEDgIjwFQkhOTk7Br2+66SYTKwEAAAhtffuu0qBBnyklZbZq1DhtdjkAQkTfvqv0yCNLnR67+OJ9mjLlLVmtuQZXBSDYuest+aZP766FCwlOAQCQeOQtgsSmTZu0bds23XPPPaZc3+FwaP369Vq3bp32798vi8WievXq6bLLLlPbtm2LPGvULDk5Odq5c6ckqUmTJurRo4fJFQEAAISmBx5Yqb//fbkkKS7usFJSZis5OVHHjlUxuTIAwezBB1fqb39b7nbOokWXyW6PMKgiAKGg8OcWV6ZN66FFiy4zqCIAAAIf4SkC2oYNGzR27FgtWLBADodDDofD0OsfP35cL7/8sl5++WXt27fP6ZyGDRtqwIABevzxx1W1alVD6yts2bJlOnnypCRpzJgxiozkjzcAAICv9eu3Qg89tKLIWFzcIaWkzFZSUqKOHydABeA9Z72luKlTe+jzzwk3AHiutN5it0vTp9+uzz9vZ1xRAOCpCJmbYPF9tbDGbXsRkDZs2KC77rpLbdu21fz58w0PTSXpo48+UvPmzTVq1CiXwakk7dq1SyNGjFCLFi20ePFiAyv8i91u1+jRoyVJvXr1Ur9+/UypAwAAIJQlJi53uQAZF3dI06bNUWRkjtPjAOCKu94i5YUbU6bcTnAKwCueBKfTphGcAgDgDOEpAsr69et15513mhqa2u12JSUlqVevXjpw4IAkyWKxKDExUd99951OnTql06dP64cfftA///nPgh2ee/bs0W233aYJEyaU+doZGRmaNGmSBgwYoJdeeklHjx716H1PPvmk1qxZo8suu0yvvfZama8PAAAAZxyy2ZbLZlvpcobdLn300ZXKyeHuHwA85VlvmTr1Di1eTLgBwFN5vaW04JTeAgCAa/zLHgFh/fr1Gjt2rD755BNTAtN8WVlZ6tWrlz799NOCsUqVKumjjz7SrbfeWmTu5Zdfrssvv1x9+vTRzTffrNOnT8vhcGjUqFE6efKkJk+e7PX1//nPf2r27NkFr0eMGKGBAwcqKSlJNWrUKDH/zJkzGjx4sF555RV169ZNc+fOVbVq1by+LgAAAFxx6KGHlqtfv1UuZ+TtCuupL79sY1xZAIIcvQWAP9BbAADwBcJTmCpQQtN8Dz/8cJHgVJLef//9EsFpYVdffbXee+899ejRo2BsypQpqlu3rpKTk726fv4zS/OdOnVKzzzzjJ5//nn16dNHnTt3Vr169XTq1Cn98MMPmj17tjIyMvTcc8/pX//6l6xWNpMDAAD4jkN/+9syPfjgNy5n2O3S5Mk99dVXbYwrC0CQo7cA8AfPglN6CwAApSM8hSmOHj2qv/3tb/rkk09UvXp1XX/99XI4HPrmm2+UnZ1tSk0TJkzQW2+9VWSsf//+RUJRV7p3765+/fppzpw5BWNDhgxRq1at1LVrV49rmDlzpjIzM0s8O/XkyZOaNWuWZs2aJUmyWq264oorNHToUD300EOqWrWqx9cAAACAJxz6+9+X6YEHXIcbubkWTZrUU0uWtDawLgDBzaGHH16qvn1Xu5xBbwHgPT63AAhBVkkRJl8fYYvwFKaIjY1VbGysFixYoFtvvVVRUVGSpJ9//lnXXnttiR2Y/rZ+/XqNGTOmyFjVqlU1adIkj88xZswYvfvuu8rJyZGU9+xUm82mjRs3Or3lrjN16tTR559/rj///FNpaWnatWuXTp8+LbvdrsqVK6t27dq68MIL1bZtW1WpUsXj2gAAAOANT8ONO7VkSSsD6wIQ3Bx65JEluv/+b13OoLcA8B6fWwAA8DXCU5jCarUqNTW1xHirVq00YMCAMj0vtKxyc3P1yCOPFISe+R555BHFxsZ6fJ4mTZrorrvu0gcffFAwtmfPHg0aNEhvvPGGVzU1atRIjRo18uo9AAAA8AWH/vGPJerTx324MXHinVq6lAVIAJ6itwDwjzvvXFtqcEpvAQDAO2w8RsDp0qWLodd7/fXXlZaWVmL8scce8/pcDz74YImx2bNna8OGDWWqDQAAAEZyqH//r0sNNyZMuIsFSABeoLcA8J+lSy/Vjh11nR6jtwAAUDaEpwg4DRs2NOxaubm5Tne5tmzZUk2bNvX6fDfffHOJ54/a7XYNHz68zDUCAADACA49+uhXuu++71zOyFuAvFvLl19qYF0AgptDAwbQWwD4z8mTlTVoUD/99lvRAJXeAgBA2RGeIuDUrFnTsGvNnTtXO3fuLDF+++23l+l8kZGRuuaaa0qMf/HFF9q2bVuZzgkAAAB/c+ixx77Uvfd+73JGbq5F48ffreXLEwysC0Cw69lzrXr3dt9bnnnmHnoLgHI5eTJGycn99NtvdSTxuQVAiIgMgB+ELcJTBJzKlSsbdq0XXnjB6bizANRT1113XYkxh8OhF198scznBAAAgL/kBae9eq1xOSM316Jx4+7RihUsQALwzldftdbmzQ2cHsvvLStXxhtcFYBQdPJkjAYNStSvv9bTM8/wuQUAgPIgPEXAqVixoiHX2blzp9auXev0WNu2bct8XlfB6wcffKCcnJwynxcAAAC+5tDjj3/hNjjNybFq3LheWrWKcAOA986cqahhwx7Qli0XFBmntwDwhxMnYjRgwD/4UgYAAOVEeIqAExERYch13n//fafjderUUf369ct83pYtWzodP3z4sJYvX17m8wIAAMC3br89TXff/YPL43nhxj1atcr55zsA8ERGRkUNHfqgtm7NC1BzcqwaO7YXvQWAX9jtLPcCAFBe/G2KgGO1GvM/y3nz5jkdv+iii8p13urVq7sMXxctWlSucwMAAMB3vvyytX76qYnTY/nhxjffEG4AKL+MjIoaMuQBbdzYUGPG9NLq1S3MLglA0HCoWrUMs4sAACCs8MhbBBwjwtNTp05p/fr1To81aOD8eTTeaNGihfbu3Vti/Jtvvin3uY1y8OBBHTp0yKv37Nixw0/VAAAA+N65c9EaMaKPnn32XbVrl14wnp1t1dixvfXtt83NKw5AyMnIqKQnnnhIDgffYwfgGYvFriee+FwdOuzQwIEP6dCh6maXBABAWCA8RVhau3atcnNznR7zRXh6wQUXOB3fsGGDTp8+rSpVqpT7Gv72n//8R2PHjjW7DAAAAL86dy5aI0fer2effVdt26YrO9uqMWN667vvCE4B+B7BKQBP5Qend9yRJkmaMSNVSUk2AlQA4SNC5iZYxjxdEAGKT+0IS99//73LY66CT2/UrVvX6Xhubq42b95c7vMDAADAdzIzozVixP1at66pRo++l+AUgMcsFrtq1jxldhkAQozFYtfAgYsKglNJuuCCY5oxI1W1a58wsTIAAMID4SnC0s8//+zymC92ntapU8flsa1bt5b7/AAAAPCtzMxoDR36gL7//hKzSwEQJCwWu5KTP9PMma+qfv0jZpcDIETk95bbb/+xxLG8AHW2atc+aUJlAACED27bi7CUnp7u8pgvwtPzzjvP5bFff/213Oc3wmOPPaZevXp59Z4dO3aoZ8+e/ikIAADA7yxmFwAgSOSHG927/yRJmjFjtpKSbNq7t6bJlQEIZsV7izN16pxQo0aHdPhwNQMrAwAgvBCeIiy5C0/r169f7vNXqlTJ5bF9+/aV+/xGqFOnjtsdtAAAAIHOYrGrTp2TOnAg1uxSAIQQi8WuwYMX6tZb/1swVqfOyYLnERKgAigLZ72luKysCI0adZ9++qmpgZUBABB+uG0vws6ZM2d06NAhl8erVKlS7mtUqFDB5bH9+/eX+/wAAABwz2q1a8iQTzVz5quKiztgdjkAQkR+b3EWbtSpc1IpKak6//yjJlQGIJi56y358oLTPlq37iIDKwMAE0Uob/ufWT8R/v8tInARniLsHDni/lk07naNespdeFra9QEAAFA+eQuQn+iWW9YrNvaMUlJmKy7uoNllAQhyhXuLK7GxZ3T++ccNqwlA8POkt5w7F6mRI/to3bpmxhUGAEAYIzxF2Dlz5ozb4/4OTzMzM8t9fgAAADhntdo1dOgnuvnmDQVjNWqc0fTps9W4MQEqgLJx1luKyw83fvrpQgMrAxDMvOktaWkEpwAAGIXwFGHHXXhasWJFWSyWcl/D4XC4PHbu3Llynx8AAAAlWa12DRu2QDfdVHIBsmbNDKWkzFajRq4f3wAAzrjrLfnOnYvUiBF99OOPPIcQgGc86S2ZmZEaMeJ+egsAAAYjPEXYOXv2rMtjlStX9sk1cnNzXR7LycnxyTUAAADwF6vVriefnK9u3X52Oady5XOqUeO0gVUBCHae9Jb8cOOnnwg3AHjGu97CbnYAAIwWaXYBgNHc7Qr1xS17Jffhqa+uAQAAgDxWa66GD1+grl03upxz9myUhg+/Xxs2NDGwMgDBzJPekpkZqeHD+2r9enoLAM/QWwAACHyEpwg7VatW9fs13N2al/AUAADAd6zWXI0YMV833LDJ5Zy84LSvNmyIM64wAEHN897ClzIAeI7eAgBeiPjfj5nXR9giPEXYcReeZmZm+uQa7s7jq1sDAwAAhDurNVcjR36s66/f7HLO2bNRevLJvvr55zjjCgMQ1DztLXwpA4A36C0AAAQPwlOEHSPCU3fPVY2JifHJNcyUmpqq1NTUEuMZGRnGFwMAAMJSRESuRo2apy5dtricc/ZslIYNe0AbNzY2sDIAwczT3sKXMgB4g94CAEBwITxF2DEiPD158qTLYw0aNPDJNcyUnp6ulStXml0GAAAIU54sQJ45E61hw/pq0yaCUwCe4UsZAPyBzy0AAAQfwlOEnQoVKqh27do6fPhwiWO5ubnKyclRZGT5/mi4C08bNw7+D8JxcXHq3LlzifGMjAylpaWZUBEAAAgXERG5euqpj9S581aXc/IWIB/Qpk2NDKwMQDDzvLcQbgDwjsXiUFRUjsvjfG4BACDwEJ4iLLVs2VKrVq1yeuzIkSOqW7duuc5/5MgRl8caNQr+D8M2m002m63E+ObNm5WQkGB8QQAAICxERuboqac+UqdO21zOycjIW4DcvDn4P3MBMAa9BYA/5eREauzY3ho79n1deeX2IsfoLQDgRoTMTbAiTLw2TGc1uwDADPHx8S6P7dmzp9zndxeeNm3atNznBwAACDeRkTl6+unSw42hQx9kARKAx+gtAIyQnR2p0aPv1Zo1FxWM0VsAAAhchKcISy1btnR5bPfu3eU+/969e52OR0ZGqm3btuU+PwAAQDiJjMzR6NEf6tprXYcbp09X0JAhD2rLloYGVgYg2NntFmVnu95WQG8B4CvZ2ZF6+une+uGHZvQWAAACHLftRVhq3bq1y2O+2HnqKoBt1aqVKlWqVO7zAwAAhIuoqByNHv2Brr76V5dzTp+uoKFDH9TWrQ0MrAxAKLDbIzRhwl2yWh3q0mVLkWP0FgC+lp0dpaeeulcXXHBU6enle2QUAADwH3aeIix17NhR1atXd3rsjz/+KNe5HQ6Hdu3a5fTYFVdcUa5zAwAAhJPIyByNGVN6cDpkCOEGgLKz2yM0fvzdWrHirzsU0VsA+Et2dhTBKQAAAY7wFGEpKipKN998s9Nj//3vf8t17j179ujMmTNOj3Xr1q1c5wYAAAgnublWHT8e4/L46dMVNHhwP23bRrgBoHxyc/MC1JUrW9BbAAAAAkGE8u6dataP6yc7IAwQniJs9ejRw+n4jz/+WK7zbt261el4tWrVdMstt5Tr3AAAAOHE4bBq2rQeWry4TYljp05V1KBB/fTLLxcYXxiAkJSbG6FnnrlHjz32ML0FgMeiorI1atRHuvji8j8GCgAABAbCU4StW2+9VdHR0SXGjxw5Uq5b927YsMHp+O23364KFSqU+bwAAADhKC9AvV1ffPHXM+tPnqyowYP76ddfCTcA+FZuboR27TrP7DIABImoqGw988z7uuGGTZo27S1ddNFes0sCAAA+QHiKsFWjRg317dvX6bE1a9aU+byu3puYmFjmcwIAAIQzu92qqVPv0Jdfti4UnNY3uywAABDGoqKyNX78XF1xxQ5JUtWqmZo2bQ4BKgAAIYDwFGFtyJAhslgsJcY//fTTMp3P4XBo9erVJcbbtm2rrl27lumcAAAAyAtQp0y5QwMG/EPbtxOcAvBMdHS2xo6dq1at0s0uBUAIiY7O1oQJc3X55b8VGa9WLS9AbdZsn0mVAQAAXyA8RVhr0aKF02efLlq0SNnZ2V6fb926dTpw4ECJ8aFDh5apPgAAAPzFbrdq796aZpcBIEhUqJClCRPeU6dO2zRp0jtKSCj741kAIF9+b+nQ4Tenx6tVy9RTT30kqzXX4MoAAICvRJpdAFBcTk6Oy2N2u11Wq28z/5EjR2rhwoVyOBwFYydOnNDSpUt18803e3WuefPmlRhr3bq1evXqVe46A0lqaqpSU1NLjGdkZBhfDAAACHIOSSXvBAIA5ZEfblx22e+SpEqVsjV58jsaNuwBbdrUyOTqAASr4r3FmRMnKmncuF6y2yMMrAwAQlDE/37MvD7CFjtPEXByc11/M8/dsbK6/PLLZbPZSoy/+eabXp3n7Nmzev3114uMWSwWvfLKK4qICK1Om56erpUrV5b4SUtLM7s0AAAQRCpUyNLEie+qQ4cdZpcCIIRUqJClZ58tGW5UrpylyZPfVnz8nyZVBiCYueothR0/XlnJyYn67bd6BlYGAAB8jfAUAcfd7kV/7WycMmWK6tSpU2Ts448/1o4dni/kvfjiizpy5EiRsUcffVRXXnmlT2oMJHFxcercuXOJn/bt25tdGgAACBIVK2bp2WffVceO2zV+/Htq354AFUD55feWdu2chxuVK2dp+PD53E4TgFdK6y3SX8Hpzp0EpwAABDvCUwScY8eOuTx29OhRv1yzdu3aevvtt4vcEjgnJ0cDBw706P1btmzRmDFjioxdddVVeu6553xXZACx2WxasWJFiR9nt/IFAAAo7q8FyHRJUnR0rsaPn6t27Zw/OwwAPFG8tzhz9GiMRo3qw+00AXjMk95y7FhlJSUl6vff6xpXGAAA8BvCUwSc7du3uzzmzU5Qb914442aPHlykbFFixZp4sSJbt/3yy+/qFu3bjp79mzBWLNmzTR//nxFR0f7pVYAAIBgVbHiOU2a9I7atk0vMl6hQo6effY9tWu305zCAAQ1V72lsKNHY5ScnKj09Dou5wBAYZ73FpvS0wlOAQAIFYSnCCi5ubmaNm2ay+NTp071y3NP8w0ePFgjR44sMjZixAg98cQTOnXqVJHxnJwczZw5Ux06dNCePXsKxq+88kp99913JW4DDAAAEO7yFyBbt/7D6fEKFXI0aNCniozMMbgyAMGstN4i5YUbSUk2/fEH/04D4BlPewtfygAAP4mQFGniDzcqCWuRZhcAnD17Vvv379eGDRs0depUfffddy7nLlmyRF26dFFycrLatGmjunXrqnLlyj6tZ/z48WrcuLEef/xxZWVlSZJeeOEFzZ49W127dlWjRo105MgRff3119q3b1/B+yIiIvSvf/1LEydOVMWKFX1aEwAAQLCrVClvAbJVqz9dzjl6NEbDh/dVTg7/TAHgGU96y5EjVZSUlKhdu84zsDIAwczTzy1JSTb9+Se9BQCAUMOqBEwzZ84cJSYmev2+1atXa/Xq1UXGVqxYoc6dO/uqND3yyCO69tpr9fjjj2vp0qWSpBMnTmjevHlO53fr1k0TJkxQ+/btfVYDAABAqKhU6ZwmT35bl166y+Ucwg0A3qK3APAHegsAACA8hWluv/12bdy40SfnatKkiU/OU1jz5s21ZMkSrV+/Xu+8845WrVqlnTt36sSJE4qNjdWFF16orl27qnfv3mrVqpXPrw8AABAKKlfO1OTJ7yghwfUC5OHDVZScbNOuXbUNrAxAMKO3APAHegsAAJAIT2Gi2NhYxcbGml1Gqdq0aaM2bdqYXQYAAEDQyVuAfFsJCbtdzjl0qKqSkxO1ezcLkAA8Q28B4A/0FgAAkI/wFAAAAIDPxcTkLUDGx7tfgExKsmnPnloGVgYgmNFbAPgDvQUAABRGeAoAAADAp2JiMjVlyltq2XKPyzmHDlXVwIE27d3LAiQAz8TEnNXUqW+rRQvXveXgwWpKSkqktwDwys03ry81OOVzCwAYLFLmJlikZ2HNanYBAAAAAEJHXrjhPjg9eLAaC5AAvJLfW0oPTuktALw3b94V+vjjy50e43MLAADhh/AUAAAAgE94Em4cOEC4AcA7Vaqc1bRpb6lFi70u5/zVW2oaWBmA0GHRiy/eovnzOxQZ5XMLAADhiY3HAAAAAMqtSpW84LR5c9fhxv791ZWcnKh9+wg3AHju+us30VsAGMCiF164VRaL1LPnOnoLAABhjPAUAAAAQLnk7Qqbo0su2edyzv791ZWUZNP+/TUMrAxAKPj00/aqU+eE+vZdXeIYvQWAb1n0/PO36sSJyvriizb0FgAAwhThKQCvpaamKjU1tcR4RkaG8cUAAABTVa16RtOmvaWLL3YfnA4caNOBAyxAAigLi1577QZJKhKg0lsA+IdFqanXmV0EACBC5iZYESZeG6YjPAXgtfT0dK1cudLsMgAAQAC46qpf3Aan+/bFKinJpgMHYo0rCkAIygtQrVaH+vT5lt4CAAAAwG8ITwF4LS4uTp07dy4xnpGRobS0NBMqAgAAZvnyy7aqWfO0/vGPpSWO7d0bq+Rkwg0AvmLRq6921cmTlbR8eQK9BYDHqlU7o4sv3qu0tGZmlwIAAIIA4SkAr9lsNtlsthLjmzdvVkJCgvEFAQAAU7333rWyWh16+OFlBWN79tRQcnKiDh6MNa8wACHIorlzrzG7CABBpFq1DKWkzFHjxoc0Zkxvffttc7NLAgAEIZvNppiYGKfjztbKEdwITwEAAACU2zvvdJIkPfzwMu3ZU0NJSTYdOlTd5KoAAEA4q149Q9Onz1bTpgclSaNHf6AxY3rru+8IUAEA3nF1x8UuXboYWwgMQXgKAAAAwCfeeaeTMjIqaPXq5jp8mOAUgGdiY08rPn6Xvv22hdmlAAghsbGnNX36HF144cGCsagou8aM+UCjR9+r77+/xMTqAADBpn379k53nsbFxRlfDPyO8BQAAACAzyxYcIXZJQAIIrGxp5WSMluNGh3WpEl3asmSVmaXBCAE5PeWJk0OlTgWFWXX2LHva8SI+3kGKgAEMqukCJOvX0hqaqri4+PNqQWGIzwFAAAAAACGq1EjL9yIi8sLN558cr7sdouWLbvU5MoABLPivcWZ/ftjlZ5ex8CqAABAMLGWPgUAAABAuKpR45Suv36j2WUACDE1apxSSkpqkXAjIsKhESM+1nXX0XMAlI2z3lLcn3/WUnKyTYcPVzOwMgAAEEzYeQoAAADAqZo1TyklZbYaNz6sypXP6bPP2ptdEoAQULi3FBcR4dDIkR8rMzOa5xEC8Iq73pIvLzhN1JEjBKcAAMA1wlMAAADArUr/+79nTa3CaDVrntKMGalq1OiIJGnQoM9kt1v0+eeXmVwZgGBWvLc4s3t3LW3bVt/AqgAEO096yx9/1FZycqKOHq1qYGUAACAYEZ4CAAAALlUq9uvwCFBr1TqplJTZJRYghwxZKMmizz9vZ05hAIKaq95SWHp6Xrhx7BjhBgDP0FsAIERFytwEi/QsrPHMUwAAAMCpSh6OhZbatU+63bkxaNCn6tx5s8FVAQh2pfUWSUpPP0/JyTbCDQAeo7cAAAB/IDsHAAAAIEmqXfuEZsyYrQYNjrqc88cf52nDhsYGVgUg2NWufVIpKalq2NB1b/n99/OUnJyo48erGFgZgGDmaW8ZNChRx47RWwAAgOfYeQoAAACU4G6HaWjuPq1d+4Seey7VbXC6c2cdwg0AXsn7Uob7cIPeAsBb3vQWglMAAOAtwlMAAACgCE/C0dAKUM87Ly84veCCYy7n/PYb4QYA7+T3FndfyqC3APAWvQUAAPgbt+0FAAAACngTilaSdNZfhRimTp3jSkmZXUpwWlfJyf108mSMgZUBCGb0FgD+4GlvGTSon06coLcAQFCLkLkJVoSJ14bp2HkKAAAASCrbbtLg3oFat+5xzZjhfsfpjh2EGwC8Q28B4A/e9BaCUwAAUB7sPAXgtdTUVKWmppYYz8jIML4YAABMF5w7UOvWPaYZM2br/POPu5yzfXs9DR7cTydPVjauMABBLT/coLcA8KWKFbOUkpKq+vWPu5xDbwEAAL5CeArAa+np6Vq5cqXZZQAA4EPudpDmf2TOKeX9wROg1q17TM89l6p69U64nPPrr/U0ZAgLkAA858mXMn79NS/cOHWK3gLAc5mZ0frwwyv1xBOLnR7ncwsAAPAlwlMAXouLi1Pnzp1LjGdkZCgtLc2EigAAKA9PgtP8Xwd/gFqv3jHNmFFacHq+Bg9+kHADgMc8+1IGvQVA2S1YcIUsFunf/y4aoNJbAACArxGeAvCazWaTzWYrMb5582YlJCQYXxAAAGXmaXBaeCx4A9Tzzz+qlJTZbsONX345X4MH99Pp08H9PFcAxomOzqa3ADDE/PlXyGp16PHHv5BEbwEAAP5hNbsAAAAAwBzeBqeeHCvtvOY5//yjpe443batPguQALyWlRWlOXO6yG53fnzbtvoaNIjeAsA35s3rqJdeuklbt9JbACCkRQTAD8IWO08BAAAArwXXDtT69fOC0zp1Trqcs3VrfQ0Z8qAyMliABOC9L79sI4vFoSFDPpG10Ne06S0A/GHevCv1yScdlJPD0iYAAPA9dp4CAAAgDJV112nwiYrK0dSpc0oJTi8g3ABQbl980VbTpt1e8HrLlgs0ZEg/egsAvyA4BQAA/kJ4CgAAAJRJcCzYZWdH6tVXb1RursXp8bxwg+AUgG8sXtxOU6f20KZNDTR06IPKyKhodkkAgkRMTODctQMAAIQ3wlMAAAAgxK1cGa/x4+8uEaBu3tzgf8Ep4QYA3/n888v0xBMP0VsAeKxBg8N6883/qFev78wuBQAAIEi+Lg8AAAD4jLe37M2f7+1uiMB67umKFQmyWKSRI+cpIsKhTZsaaNiwB3TmDOEGAN+z2yPMLgFAkGjY8LBSUlJVu/ZpPfbYV3I4LProoyvNLgsAYLYImZtg8XE2rBGeAgAAAGUWKSnH7CI8tnx5giSH7rgjTcOH36+zZyuYXRKAIFGtWoZOnowxuwwAIaZhw0OaMWO2atU6XTD2z39+KYfDonnzOppYGQAACGfcthcAAACQ5H7XafFfB6/lyy9VUlIiwSkAjzVqdEhvvPGK+vVbYXYpAEJIo0aH9NxzqUWC03yPP/6F7rprjQlVAQAAEJ4CAAAA5RR8N3NxOPhnAADPNG58UDNm5IUbDz20ggAVgE/k95aaNTNczunUaaus1lwDqwIAAMjDqgkAAADCiDe7R53N9Xb3qTG7VWvWPCXJYci1AISPxo0PKiVldpFw46GHVuiBB1aaWBWAYBcXV7K3FLdhQ2M9+eT9PD8ZAACYgvAUAAAAKPfuUfN2n8bFHdBrr72iAQO+EgEqAF+JizvgclfY3/++XH37rjKhKgDBLi7ugFJS3O84/e9/4/Tkk32VmckjBgAAgDkITwEAAACvBM6zT/MWIGerRo0z6t37e/Xv/7UIUAGUV+He4kq7djsVEcHtNAF4rkmT0nvLTz/FacSI+5WZGW1gZQCAgBShvO8pm/XDzQ/CGuEpAAAAwpyzXaO+DEj9E7Y2aXJAM2YUXYC8777vCFABlIuz3lLcTz810YgR9ys3lxUlAJ658ML9HgSnTQhOAQBAQCA8BQAAQJgoa4gZ9b+f0s5l3K17mzbdrxkzUhUbW3IB8r77vtMjjywRASoAb7nrLfl+/LGJRozoo3PnCDcAeKZp07zglN4CAACCBeEpAPw/e/cdHkW1/3H8k2wSCL0rCBpFUQRBEAREBVQQUBQLoiIQ77Vc20+pIiC9SAtYr3otAStWVBALolhREEFBlCZViogIBEjZ7O+PuGGzmdmd3ezubHm/nofnZmfOnPkm8Z5s5pNzDgAAJUTPsrxGGjbcqRkzZqtq1SOmbRo12qmUFJbTBGBdw4a7/I4ty5adouHDbyTcAGAZYwsAAIhFhKcAAABIYP5mi6aafCzZMfv01FN3asaMOX4fQI4YcYMKCiI3ExZAbLPyRxnLljXUyJE3KC/PeywEAGOMLQAAIFbxRAUAAAAJwOps0nDNOk2XZP7g0IrTTvtd06fPUZUqR03bfPddQz344PU8gARgGWMLgHBgbAEAlJnjn3923h8Ji5mnAAAASFDB/B2hldmnodeokf8HkN9+e6pGjuQBJADrrIQbjC0AAsXYAgAAYh0zTwEELDs7W9nZ2aWO5+TkRL4YAABCxjsIDfZhXoqkgjLWckyjRjs0ffoLqlzZ/AHk0qWnatSo3srP5wEkAGvcf5TB2AIglKyNLadp1KjrGFsAAEDUIjwFELDNmzdryZIldpcBAIBNUiXle7wu+5K8Zk4/fYemTfMdnH7zzWkaPbq38vN5aw/AGit/lMHYAiBQjC0AACBe8E4FQMAyMjLUoUOHUsdzcnK0fPlyGyoCAMAXo6V1/b0NLutMCKPZp4GFrGecsV3Tpr2gSpVyTdt8/XUjjRlzHQ8gAVh2+uk7NH36HMYWACFXrdphlSuXb3qesQUAAMQK3q0ACFhmZqYyMzNLHV+zZo2aNm0a+YIAACizQPcuDe/s08aNt2vqVN/B6VdfNdLYsTyABGAdYwuAcPruu6JZpePGvarU1MIS5xhbAAABc8jeBMth471hu2S7CwAAAACii/es03QFHq5Kwf6W17jxNk2b5ntW2Jdfns7MDQABadx4m4XglLEFQNksXdron2V5jz1y5H0LAACINYSnAAAASDDeD+6CCUYl45C1bM48c5umTXtBFSvmmbb54oszNHZsLxUU8AASgHVpaQVKSXGani8KNxhbAJTdN9+4w9Jk3rcAAICYRHgKAACAOFbWQDPd5ONQ9FdS06Zb/Qann39+hsaNu5YHkAACtmrVyRo+/EYdPVp6/Pj8c8INAKH19ddn6L77buZ9CwAAiEmEpwAAAEgg/mades8m9cff7FNrDwubNt2iKVNeVIUK5sHpkiWNNW4c4QaA4P3wwykaMeJG5eYeG0c+/5yxBUB4/PxzA8YWAAAQkwhPAQAAAENGs0RDMfu0NKfTocLCJNPzn312psaPv1ZOpyMs9weQOFasOEXDh9+g3NyUf/4og7EFAAAAADwRngIAACBOBRp0Bjrr1Op9/c+4WLu2voYOvUk5OWmlzn322ZmaMOEawg0AIbNiRUPdc8+/+KMMAAE566wtuuuuhUpKKrS7FABAInCo6Ndpu/7xNjmhEZ4CAAAgQfhbsteqsi71a3zftWsbaOjQviUC1MWLm2j8eIJTAKG3fn09xhYAljVvvllTpryoa6/9Vvfdt4AAFQAAxDXCUwAAAKCU8CzP68/PPzfQ/fffpMOH0/TJJ001ceLVKiwk3AAAAPZp3vw3TZ78ktLT8yVJV1zxve69931JLnsLAwAACBN2bQcAAAB8SpFUELG7rVlzou688xZt21aT4BSAZWef/ZsuvvgnzZx5uQoL+TtpAKFx9tm/adKkl4uDU7crr1yuwsIkPfJId0nm+7YDAADEIsJTAAAAwO/Su5ENULdsqROxewGIfS1abNKkSS+rfPkCpaUVaMqUngSoAMrMc2wxctVVy7R2bX19/HHzCFcGAAAQXoSnAAAAQMDSJR3xeJ0qKd/HeQAIj5YtN2rSpFdUrlxRuNGly4+SRIAKoExatiwKTt1ji5GPPmqmTz45K4JVAQASSorsTbBIzxIav0kBAAAgAfna0zT0+522bLleI0e+opSUyM1eBRD/zjmnZHDq1qXLjxo69B0lJxfaVBmAWFb0Rxm+g9MPP2zOH2kAAIC4RXYOAAAAmErx+jjw8LNVq181YUK2ypUrUGpqvsaN6yOnM2QFAkhQrVpt0IQJr5qGG5deukqrVp2khQtbRrgyALHM39giSR980FzTpl1JcAoAAOIW73IAAACQAMLxN4P+Z6i2bv2LJk58rvgB5IUXrtGoUS/L4SA9BRC81q03aOLE0jNOPS1ceLY+/PDsyBUFIOZZHVsITgEAQLzjnQ4AAAASXGpY+mnd+hdNmPC80tJKPoC88MLVevDBNwhQAQSldev1mjDhFaWlmY8h77/fQtOmXUG4AcAyxhYAAIBjeLcDAACAOBTsvqWe1xnNVrU2g7VNm9WaMOG5UsGpW4cOa9Wt2w+BlwcgobVps04TJrzqM9yYP7+lpk/vIZeLX/cBWMPYAgAAUBJ7ngIAAAAh1LbtTxo79n9+H0AuWMA+hACsa9t2ncaOnet3bMnKupxwA4BljC0AgKiVLMlh8/2RsPj2AwAAIMEEOivV17K+Jfs6Fpya7xX23nvnKiurFw8gAVjWrt2vGjfO96yw9947h3ADQEDatv3Vb3DK2AIAABIRM08BAACQwKzud5oqKf+fj1MklQ5H27VbpbFjn1ZqqvkDyHfeaauHH76SB5AALDvvvF80ZsxrSk0tNG3zzjut9PDD3RlbAFjWrl1RcMrYAgAAUBrhKQAAACDJ/36n5tq3X6nRo5/0E5yep1mzrpCUFFx5ABJO+/a/aPRo/8HprFmXibEFgFWMLQAAAL4RngIAACDOhfctb/v2a/wGp2+/3V6PPHKVJPM2AODp/PPXavTo15WSYh5uvP12az3ySHcRbgCwqn37orHFV3DK2AIAABId4SkAAABgKtXr45JL955//jKNHv2YUlLMQ9G33jpfjz7aUzyABGDVBRf8rFGj3vAZnL711rl69NFuYmwBYFW5cnkaMGCBz+CUsQUAEDVSZG+CRXqW0Ni0AAAAAAkk3X8Tiy688Du/wembb3YkOAUQkAsv9B+cvvFGG8INAAHLzU3T/ff30d9/G78fevNNxhYAAACJ7BxAELKzs5WdnV3qeE5OTuSLAQAgaJ6zSgPb7/TCC5dq1KjH5HD4Cjc66fHHr5V0NOgKASSWDh3W6MEH35DD4TJt8/rrbfXEE5eKcANAMDZurKvBg/tpxozZqlLl2HuUN95oo8cf7yrGFgAAAMJTAEHYvHmzlixZYncZAADYIFUdOnyhBx98xGdw+vrrF+mJJ64RDyABWJWWlq877viQ4BRA2G3YUBSgTp8+R1WqHGVsAQAA8EJ4CiBgGRkZ6tChQ6njOTk5Wr58uQ0VAQAQDqmljnTq9JVGjPAdnM6d20VPPnmleAAJIBB5eakaMqSvZs6crZo1D5U6P3duOz35ZBcxtgAIhfXr62nw4H46//xf9PzzncTYAgAAcAzhKYCAZWZmKjMzs9TxNWvWqGnTppEvCACAEkK3r6mnTp2+1IgRD/sMTl999VI99dQ1kgrCUgOA+LZtW20NHNhfM2dmq0aNY1tivPrqeXrqqc4i3AAQSuvX19P69fXsLgMAAGMO2ZtgOWy8N2yXbHcBAAAAgL387XeartTUfP3736/4DE5feeXyf4LTJJVlP1UAiW3r1qIAdd++ipKkV15pT3AKAAAAABFEeAoAAIA45hlWeoaYpZfk9SU/v4oGDx6lXbtqGZ5/6aUeevrp3iLcABAKW7bU0cCB/fXMMxfp6acvEWMLAKvOOWej0tLy7S4DAAAgphGeAgAAAKWUDld37TpOAweO1e7dJQPUF1+8Qs88c50CDzfCs7wwgPiwZUsdvfTShSI4BWDVJZes0pQpL2rChFeVmkqACgAAECzCUwAAAECSlSV1d+48XgMGjNWePTUkSS+8cJWefbaXCDcAAICdunRZqQceeFsOh0utW2/U+PFzCVABAACCRHgKAACABOZv9md6qY+LAtTxeuKJm/Tcc9fJfH/TwJYGBhD/2rZdp/T0XLvLABBnLr10pe6/f56SPZ7ytWmzQePGEaACAAAEg/AUAAAACNDvvx+v11+/XMw4BWDVpZf+oIkTX9bkyS+pfHkCVAChcemlP2jo0JLBqVvbths0btxrSk52Rr4wAADKKlmSw8Z/pGcJjW8/AAAAEoy/GaHhmDHK/qZAIuvWbYWGDn1HyclS8+Zb9dBDL6t8+Ty7ywIQ4zzHFjO//FJPhYWOyBUFAAAQBwhPAQAAAEkXXPCdKlU6ZHcZAOJM9+4rNHTouyXCjebNt/wzA5UAFUBwjMYWb88/31GzZ3eKXFEAAABxgvAUAAAACcD3zM/u3T/VuHFZmjZtkipWzLHYD3uaAvDtssu+15Ah7xqeO/vsLZo06WU5HCynCSAwvsYWt+ee66Q5czpGpiAAAIA4Q3gKAACAhHb55Ys1ZMizkqQzztikadPG/ROgBrLUbkpYagMQuy6/fLkGD37PZ5vvvz9FTifLaQKwzsrY8swzF+mFFzpEqCIAAID4Q3gKAACAhNWjxycaNOi5EscaN96gadPG+5mB6ou/0JWgFYh3PXos06BB8322eeaZi/TSSxdGqCIA8YCxBQCQUFKi4B8SFuEpAAAA4pTv33SuuOIzDRz4vOG5xo3Xa+rUkUpJyRfL8wIIxBVXLNPAgQt8tnn66YsJNwAEhLEFAAAgcsjOAQAAkHCuvPJT3Xffyz7bfPHFeSoocAenqZLyw14XgNjWs+d3uvfe9322eeqpS/Tqq+dHqCIA8YCxBQAAILIITwEAAJBQevZcrHvvfcVnmyef7Ku5c3uF4G6ErkCi6NnzW91770Kfbf7738567bX2EaoIQDywMrY8+WRnzZ3L2AIAABAqhKcAAABIGFdf/anuued1n22eeKK/Xn/9Ch8t0iUd+edjwlEA0tVXL9U993zgs80TT3TR66+fF6GKAMQDxhYAAAB7EJ4CAAAgIVxzzWLdffcbPts8/nim3nijR4QqAhAPrrnmG91994c+2zz++KV64412EaoIQDxgbAEAALAP4SkAAADiSLrh0Wuv/UR33fWmzysfe6yf3nzTHZwa9+NbiqSCIK4DEKuuvfYb3XWX73Djsccu1ZtvEm4AsI6xBQAASQ7Zm2A5bLw3bEd4CgAAgLjWq9cS3Xnnuz7bPPpof731VjeDM6leH5dliV7P5X4BxLpevb7WnXd+5LPNo4921VtvtY1QRQDiQffuK/wGp4wtAAAA4ZVsdwEAAABAuFx33ad+g9NHHsk0CU7LIpiZqwBixXXXfeU3OH344W6EGwAC9t13p2rbthqm5x95hLEFAAAg3AhPAQAAEJd69/5Ud9wx32ebhx/ur7ff7hpE76EKRwlZgVhz/fVf6o47PvbZ5uGHu2vevDYRqghAPNm7t4oGDszU9u2lA9SHH+6ut99mbAEAAAg3wlMAAADEneuv/0z/+Y/v4HTWrP6aN6+zx5FU07a+BXsdgFjTrdsK3X77Ip9tZs68TPPmnRuhigDEo717q2jAgP7asaN68bFZs7oztgAAAEQI4SkAAADiyo03fqrbb1/os01W1s16553OPtsAgLevvjpdGzfWMT2flXWZ3n23dQQrAhCv9u6tqgEDMrVjR3VlZV2md94hOAUAJJhkSQ4b/5GeJTS+/QAAAIgbffos1q23fuCzTVbWTXrvvYt9tPC1lC6zTIFEduBARQ0a1F+bNpUOUGfMuFzvvUdwCiB0/vijqv71rzsZWwAAACKM8BQAAABxoWvXH3TLLR/6bDN9el+9914Hiz0GE5SmhKgfANHq778ratCgfvrtt9rFx6ZN66H581vZWBWAeJWXx/sIAACASCM8BQAAQFz44osztHZtfdPz06b10YIFF3odNQo7vaXLeDaqrxmqAOLZ/v2VNHBg0QzUadOu0Pvvn2N3SQBiSPnyeXaXAAAAAB8ITwEAABAXcnLSNWTILfrll5IBamFhkqZOvUnvv9/epsqMWAltAUSz/fsr6fbbb9P777e0uxQAMaR//0/1+OPPqGrVHLtLAQAAgAnCUwAAAMSNogD13/r11xMkFQWn06bdpIULzwvznVlSD0hEBQX8IQQAq1zKzPxUmZlLdMopezRjxmwCVAAAgChFeAoAAIC4cuhQBQ0efIvWrm2gqVN764MP2v1zxlfAGUj4abUty/oCscelihWP2l0EgLjj0s03f6r+/ZcUH2nYcI9mzJijKlUIUAEAMJQSBf+QsAhPAQAAEHcOHaqiu+++Rx9+2DrAKwk8gcRVFG48+eTTqlXrgN3FAIgbLv3rX4vVr9/npc40bLj7nwD1sA11AQAAwAzhKQAAAOJSYaGjDFeHa3Yp4SwQnVz697+Lwo369fcpKytbNWsSoAIoq6KxpW/fL0xbnHzyHp111tYI1gQAAAB/CE8BAAAQI1whWtoukAAz3eRjX1jbB4gtLt1yyye66aZj4UaDBvuUlTWbABVAGZQeW7w5nUl66KGr9NVXZ0SwLgAAAPjDkx0AAcvOzlZ2dnap4zk57NUCAAgXl267bZEuuugnDRiQqZ07a9hdEIC44NKtty7SjTd+VerMiSf+qays2RowIFP79lW2oTYAsavofcsNN5QeW9ycziRNnnyVPvmkWQTrAgAAgBWEpwACtnnzZi1ZssTuMgAACcOl22//WNdf/7UkFYcZu3ZVt7GmVEn5YWwPIPxKji1GTjhhn844Y4e+/ppZYQCs8j+2OJ1Jmjjxan366VkRrAsAgBjjkL0JVll2AkLMIzwFELCMjAx16NCh1PGcnBwtX77chooAAPHLpf/85yP17v1N8ZHjj/9bM2dm6777MrV7d1kC1FC/FSYgBWKH1XDjGoJTAAEo/b7Fm3ts+fTTphGsCwAAAIEgPAUQsMzMTGVmZpY6vmbNGjVtyi+AAIBQcenOOz9Ur15LS505/vi/NWtWKALUcEuXdCQEbQCEjkt33PGRrrvOd7gxYcI1+uwz3tsCsMr8fYub05mk8eOv1ZIlTSJYFwAAAAKVbHcBAAAAQGku3XXXBz4fQNaufUANG+6OYE2hxt8xApFXFG74C07HjbuW4BRAAKwFp+PGEZwCAADEAp7YAAAAIMq4dPfdH+iaa741bVFQkKzx469lOU0AASj6o4xrr/U/tnz++ZkRrAtAbLP+voWxBQAAIDYQngIAACCKuHTPPQt19dXfmbYoKEjW2LG99OWXjUN0z9QyXm+07G6KpIIA2gMIL2tjy7hx1+qLLwg3AFhlx/sWAAAShEP2JlgOG+8N2xGeAgAAIEq49H//976uumqZaYuCgmSNGdNLX31l9QFkemhKK9EfwScQW8IxtgAAYwsAAEC8IjwFAACA7ZKSCnXvve/ryiuXm7bJz0/W2LHX6auvYnWp3lRJ+XYXASSUxBhbAEQaYwsAAEB8IzwFAACAraw+gBw9ure++eb0MFYS6lmqAOxkdWwZM+Y69k8GYFn0vG8BAABAuCTbXQAAAAASV1JSoQYMWODzAWRenkOjRkXyAaTVPVCN2gW7fyrBLRBKSUmFuu8+a2MLwSmAQKSmOpWR8Yfp+ci/bwEAAECoEZ4CAADAFklJhRo4cL569PjetE1enkOjR/fW0qV2PIAMVaDpqx8WggFCzT22XHFFtI4tAGJZXl6qhg27UatWnWhwjrEFAAAgHhCeAgAAIOLc4cbll68wbeOeubF0aaMIVmaEgBOIFbE1tgCIVUePltOwYX3044/HAtS8PIcefPB6xhYAAELFEQX/kLAITwEAABBRSUmFGjz4Pb/hxsiR1+vbb6PlAWSoA1SW6QXCISWlULVrHzA9H31jC4BY5Q5QV69uUDy2fPfdaXaXBQAAgBAgPAUAAEDEJCcXasiQd9W9+w+mbYoeQN6gZcti6QGkURjKjFUg0vLzU/Tgg721bFnDUudic2wBEM2OHCmn++/vo0GD+jG2AAAAxBHCUwAAAEREUXD6jrp1W2naJjc3RSNG3KBly06NXGEA4kp+fqpGjrxey5adUnyMsQVAuBw+XF6rV59kdxkAAAAIIcJTAAAARERSkksVKuSZnneHG8uXhyPcSA1hX2VZctdXHSzlC4RKXl6qRo68QcuXnxLmsQUAAAAAEG8ITwEAABARTqdD48Zdq88/P6PUudzcFA0ffoO+/770UpsAEIyiAPV63XdfJmMLAMuSkwt1550f6MQT/7C7FAAAEptDRbvh2PXPEf5PEdGL8BQAAAAR43Q6NH78tfryy9OLjx09mqLhw2/UihXxEm4EOsuVvVGBcMnNTdMvv9S3uwwAMSI5uVDDhr2tXr2WaubMbDVoQIAKAACQiAhPAQAAEFEFBSkaO7aXvvrqdB09mqIHHuijFStO8X9hVLIalLIkLwAA0Sw52akHHnhbnTv/JEmqUSNHM2fOVoMGe22uDAAAAJFGeAoAAICIKyhI0ZgxvXTPPf/WypUn212OTQhUgUAlJzs1YMB7OvXUnXaXAiCOJCc7NXz427rkkp9KHK9Z85CysrJVvz4BKgAAQChs27ZNw4cP1znnnKOaNWsqLS1Nxx13nLp06aKnn35aR48etbtESYSnAAAAsElBQYo2bKgb4bsSWAKxKjnZqZEj39IVV3yv6dPnqGFDAlQAZZec7NSIEW/p4otXG56vVeuQJk58RcnJzghXBgAAEF+ysrLUqFEjTZ48WStWrNC+ffuUn5+vPXv26OOPP9btt9+uli1b6tdff7W7VDZYAgAAAMInRVKB3UUAMc/hcGrkyDfVsePPkqSqVY9oxow5GjSovzZuPN7m6gDEKu+xxciRI6maMaOHCgsdEawMAAAgvrzxxhsaNGiQJKlBgwa6/vrrddZZZ0mSfv31Vz377LPatWuX1q5dq0suuUQ//vijqlevblu9zDwFAABASDgcTg0dOk9Nmmy1u5Qw8fd3h1ZntfraJ5WZsYA3s3CjKECdrVNO2WVTZQBimZXg9PDhNA0depN+/DEjcoUBAIAiKVHwDyFz6NAhVaxYUVlZWfrtt980depU9e3bV3379tWECRO0fv169ejRQ5K0fft2TZ061dZ6CU8BAABQZg6HU6NGvaFu3VZqypQX1bjxNrtLAhAH3GOLWbhRteoRjR//qhwOltMEYJ3D4dSDD5qPLVJRcHr//Tdp9eqTIlgZAABAfKpdu7Y+/fRTDRgwQA5H6RU9KlWqpGeffVapqUV/cP7OO+9EusQSCE8BAABQJikpBRo16nVdeOFaSVLFinmaOvVFNW68PcKVBDJr0+qfkEbqT035k1bAm/fYYiQnJ02TJl0tp5PlNAFY4x5bOnTwPbYMHXqTVq8+MYKVAQAAlM3hw4eVmZmppKQkjRkzJiR9HjhwQAsXLtQjjzyiiRMn6sknn9T8+fO1d+/egPq57LLL1Lp1a59tateuXbyU7+bNm4MtOSR4SgMAAICgFT2AfEMXXPBLieOVKuVq6tQXNGRIX/3yS32bqrPCbAldf0FsuqQjfvrND/AaAG5mY4unonCjr37+uUEEKwMQyxhbAABAvPr00091++23a/369SHp79dff9Xo0aP11ltvKT/f+/mGlJqaqm7dumn8+PFq1qxZSO4pSQUFBSHrqyyYeQoAAICgpKQUaPTo100fQFaqlKvRo19XSkp0vPH1zR2W+tqPNFLY9xSJLSWlQGPGmI8tknToUDkNGUK4AcA6f+9bJMYWAAAQe9avX69evXrpoosuCllw+vTTT6tZs2aaO3euYXAqSfn5+Xr33XfVpk0bPfnkkyG5b15eXvHnkJGREZI+g8XMUwAAAAQsNbVAo0e/pvbt15m2OXSonMaN66WCglh4y3lERaFlvqIjQAUSk9WxZejQvlq7NppntQOIJowtAADEoGRJdu7OEeVTD1etWqWHHnpIr7/+upxOZ8j6feyxx3TPPfeUOl6zZk0dd9xx2rZtmw4ePFh8/OjRo7rjjjtUrVo1XX/99WW69/PPP68jR4pW7LrooovK1FdZRfm3HwAAANEmNbVAY8b4fwA5ZEgsP4CM1PK6zDIF3BJjbAEQaYwtAAAgXvz555966qmn1KFDB5199tl69dVXQxqcLl26VAMGDChx7NJLL9WKFSu0d+9erVmzRn///bfefvvtUjND//3vf5dp5uuWLVs0atQoSVJycrLuuOOOoPsKBcJTAAAAWJaaWqCxY+fqvPN8P4AcPLhflO916ma8/AyAyEpNzde4cfE0tgCIBvH3vgUAACSya6+9Vv/5z3/0+eeflzhes2ZNXXrppWXuf+DAgSX2HL3pppu0YMECtWjRovhYUlKSevbsqS+++EInnnhi8fHDhw9rwoQJQd133bp16tixo/bs2SNJGjZsmJo0aRLkZxEahKcAAACwxB1utGtn/peEBw+W16BB/fTrrydEsDK3cMwWNduvNdwzU5mRisThHlvato3WsQVALIr+9y0AAACBcblcpY716tVLP/30k9q2bVumvhcuXKhvvvmm+PVJJ52kJ598Ug6H8drJ9evX1+OPP17i2Msvv6zNmzcHdN933nlHbdq0Kb6uX79+Gj9+fEB9hAPhKQAAAPxKTc3X+PG+w40DB4oeQK5bFwsPIM1CUQCRdGxs2WDaJrbGFgDRwOr7lsGDGVsAAEDsSUpK0uWXX66vv/5ar732murWrVvmPh977LESr0eMGKGKFSv6vObyyy/XOeecU/y6oKBAb731lqX7HT58WHfccYd69uyp/fv3KykpScOHD1d2draSk+2PLlPsLgAAAADRLTU1XxMmvKpzz91o2sb9AHL9+noRrCyasRww4E9aWtHY0ro1YwuA0LryyuVq08b3H2UwtgAAEOUcsjfBMp5waavTTz9d7du3V9++fXXGGWeErN+cnBwtXry4+HWFChV0/fXXW7q2b9+++v7774tfL1y4UAMHDvR5zc8//6xrr71Wa9eulSQdf/zxys7ODsnSw6FCeAoAAABTVsKNv/9O1+DB/bRhQ9n/0jG6MVsVCJWiseUVtW69ybRN4owtAELtrbfa6LTTdqpLlx9LnWNsAQAAseqpp54KS78ff/yxjh49Wvz6wgsvVOXKlS1d27lz5xKvP//8c+Xn5ys1NdWw/cKFC9W7d28dPHhQknTdddfpiSeeUM2aNYOsPjzsn/sKAACAqHQs3PAdnA4a1J8HkAAsK1cuTxMn+g9OBw0i3AAQnMLCZE2Z0lOLFp1V4jhjCwAAQGnffvttidft2rWzfO0ZZ5yhKlWqFL/Oy8vTpk3Gv+t98sknuvLKK3Xw4EFVqFBBzz//vObOnRt1walEeAoAAAAD1sON/tq48fgIVgYg1nXr9oNatbIythBuAAheYWGyJk/uqU8+aSqJsQUAAMDML7/8UuL12Wefbfna5ORkNWnSpMSx9etL7zu/c+dOXXfddcrPz1fNmjX1xRdfKDMzM5hyI4JlewEAAFBCuXJ5mjTpFbVs+Ztpm/37K2jQoH7atCnWgtMjktLtLgJIaO+801oZGX/oyiuXlzoXu2MLgGhUWOjQpElX6eDBdL333jmMLQAAAAZ+/fXXEq9PPPHEgK4/4YQTSrzesKH03vPjxo3Tvn37lJSUpLfeekstW7YMvNAIIjwFAABAsfLl8zRx4stq2XKzaZu//qqggQP7a/Pm4yJXGIC44XIl6+GHuys52aUePb4vPr5/f9HY8ttvjC0AQqew0KGHH77M7jIAAACi1pYtW0q8btCgQUDX169fv8Tr/fv3l3hdWFio1157TVLRksAXXnhh4EVGGOEpAAAAil188U8Ep1EjXUUzZYH443Ila+bMy5SU5NLll69gbAEAAABQUorsTbC87m00m9Kf2rVrq06dOiEqKDwKCwt1+PDhEseqVasWUB+VKlUq8TonJ6fE602bNmnfvn2SpPT0dM2fP99Svw0aNFDz5s0DqiVUCE8BAABQbMGClqpf/09df/3Xpc7t21dRgwb11+bN0f3GH0BscLmSlZV1uQ4dKq8PPzybsQWAZeXL5+nkk/do7dr6/hsDAACEQM+ePQO+ZvTo0RozZkzIawmlQ4cOlXidkpIih8MRUB/p6SW3R/IOT/fu3Vv88SeffKJPPvnEUr/9+/dXdnZ2QLWESrItdwUAAECUStJTT3XW3LntShzdt6/iP7PCCDcAhI7LlaynnurC2ALAsvLlc/XQQy8pKytbZ59tvj87AAAA/PMOOsuXLx9wH97X5OXllXh99OjRwAuzGTNPAQAA4CVJTz7ZRcnJLvXqtVT79lXUgAGZ2rq1tt2FAQCABJaeXhScNmu2VZI0efJLGjasj1atOtnmygAAAGJTYWFhidculyvgPvLz80u8rlChQonXHTt2DKpfOxGeAgAAwECSnnjiUuXklNPixU21bRvBKQBr0tNz1ajRTq1alWF3KQDiSHp6rqZMeVFnnbWt+Fj58gWaPPllPfBAH8YcAAAQVvPmzdOpp54a0DW1a0f/s5SKFSuWeH3kyJGA+/C+pnLlymWqKRoQngIAAMBEkmbP7mR3ETEk8F8wgHhTocJRTZnykk4/fYdGjeqtpUtPt7skAHHAPbY0bbqt1Ln09HxNnvyS7r//Jv3000k2VAcAAMLCIXsTLK9tP0899VQ1adLEnlrCqFKlSiVeFxYWKi8vT2lpaZb7OHz4sM8+YxF7ngIAAAAAyqxixaOaOvVFNW26TamphRo79jW1abPO7rIAxLii4PRFw+DULSennPbvr2h6HgAAAMZSUlKUnp5e4tiuXbsC6mPnzp0lXtetW7fMddmN8BQAACCBVKx4VK1br7e7DBvk+28CIGhFwekLatJke/GxtDSnxo2bq3PPTcQxB0AoHPujjO2mbf74o7IGDMjUtm21IlgZAABA/GjYsGGJ11u3bg3oeu/2Z555ZplrshvhKQAAQIJwhxuTJ7+sjh1X210OLEn33wSwWcWKRzRt2gs688wdpc6lpTk1fvyrOuecjTZUBiCWGf1Rhjd3cLp9O8EpAABAsBo3blzi9bp1ga0g5N3eu79YRHgKAACQADzDDYfDpZEj31SHDmvsLgtAjHOPLY0blw5O3fbvr6idO6tHsCoAsc7XH2W47dlTRffdl6kdO2pGsDIAAID44z1T9KuvvrJ87aZNm0os83v66aercuXKIavNLnZutwsgRmVnZys7O7vU8ZycnMgXAwDwq1KlogeQZ5zxe/Exh8OlBx98Qy5Xkj7/PPaXU7EPywEjcRmNLd52766igQMz9fvvNSJYGYBYxtgCAAAQWZ07d9bYsWOLXy9evFgul0tJSUl+r/3kk09KvO7Zs2eoy7MF4SmAgG3evFlLliyxuwwAgAWVKh3R9OlzdPrpO0udcweoo0b11jffnG5DdbGkwOPjI7ZVAUQLX2OL265dVTVwYH/t3Em4AcAaxhYAAODmchT9s/P+iaJdu3aqU6eO9uzZI6no+f+iRYvUuXNnv9c+99xzJV5fddVVYakx0ghPAQQsIyNDHTp0KHU8JydHy5cvt6EiAICRypUPa/r0F9SokfkDyL17K+u33+pEsCoAsc7K2LJrV1UNGJCpXbtYrheANYwtAAAA9khOTtb111+vRx55pPjYuHHjdMkll/icffrhhx9q6dKlxa/POeccnXvuuWGtNVIITwEELDMzU5mZmaWOr1mzRk2bNo18QQCAUooeQM5Ro0a7TNvs2lVV992Xqd27eQDpW4H/JkCCYGwBEA6MLQAAAPYaNmyYnnnmGR0+fFiS9OWXX2r8+PEaNWqUYfvt27frtttuK3Fs8uTJlpb6jQXJdhcAAACA0KpS5bBmzPD9AHLnzmq6776beQAJwDLGFgDhYH1sITgFAAAIl7p162rIkCEljo0ePVo333yzNm3aVHyssLBQb775ps477zxt3bq1+PiVV15paZnfWMHMUwAAgDhSpUqOZsyYo1NP3W3a5vffq2nAgEzt2VMtcoXFpCOS0kPcHxCbGFsAhIPVsWXgwEzt3l0tcoUBAAAkoFGjRun777/X/Pnzi49lZ2dr9uzZqlu3rqpVq6atW7fq0KFDJa5r0qSJnn/++UiXG1bMPAUAAIgTVarkKCvL9wPIHTuqE26Ycoeb+bZWURKBK+zH2AIgHAIZWwhOAQBIPE6H5Eyx8Z/D7q9A5CUnJ+uVV17R1VdfXeK4y+XS77//rp9//rlUcHr++edr8eLFql49vlYIITwFAACIA1Wr5igra7YaNiTcKMlK+BjOsNTffqm+6iM4hf0YWwCEQ7lyeYwtAAAAUahSpUp68803lZ2drbPOOsu03SmnnKL//ve/+uyzz1SnTp0IVhgZLNsLAAAQ46pVO6QZM+bolFP2mLbZsaO67rsvU3v3Vo1gZdGuQIG/HfYMNPMtHA8WwSnsZ2Vs2b69hgYM6M/YAiAgublp+vzzM9WwofH4wvsWAACAwIwZM0ZjxowJWX/9+/dX//799eOPP2rNmjXasWOHCgoKdPzxx6tly5Zq1qxZyO4VjQhPAQAAYli1aoeUlTVbJ5/8h2mbonAjU3v3VolgZTAXTcsCA8asjC3bttXQwIGMLQCCM2dOR0nSzTd/VuI4YwsAAED0aNasWdwHpUZYthcAACBGVa9+SDNn+g83CE6jgb+ZpJ7L+zLrFPZKTc33G5xu3VqTcANAmc2Z01GzZ3cofk1wCgAAgGhAeAoAABCDqlc/qKysbGVk+A43CE6NBLIPalmCTH/7nQLRKT8/Ve+/39L0fFFw2p+xBUBIZGd31Jw5F/K+BQAAAFGDZXsBAABiTI0aB5WVNVsnnbTXtI37AeS+fZUjWFk0CWY/U6koLE33cc4tFPudMsMU0euNN9opKcmlO+/8qMRxxhYAoZek55/vpLlzz9Phw+XtLgYAAESJQofktDHBKnSUfJ2ZmamKFSuWapeZmanMzMzIFIWIITwFAACIIampBZoxw3dwumVLLQ0c2J9wIyYRqCJ6vP76eUpKcumOOz6WVDS2DBjQX3/9xdgCINSSCE4BAEBUW758ueHxjh07RrYQRAThKQAAQAzJz0/R66+305Ah7xme37y5KDgl3DCSLyk1iHOhrgGIHa+91l5JSVLXrj9o4MBM/fVXJbtLAhAjUlMLlJ/PYycAABAfWrVqZTjzNCMjI/LFIOx4FwsAABBj3n//HCUnuzRo0PwSxzdvrv1PcEq4EXplmRHq71r2RkV0mzu3vebNa63c3DS7SwEQI2rVOqAZM2brlVfO1wcftLC7HAAAgDLLzs5WkyZN7C4DEZJsdwEAAAAI3Pz5rZSVdXnx699+IzgNjpXg0jv8tLLfKYEo4gvBKQCratX6WzNnZuvEE//UkCHv6NJLf7C7JAAAACAgzDwFAACIUe+910qSS1deuUyDB/fT/v0Ep6EVzqV82dsU9ipXLo9AFEDI1a5dFJyecMJfkqTkZGno0HckJenDD8+2tTYAABBbChxJKnAk2Xh/lySXbfeHvZh5CgAAEMPee6+17rjjNoLTkApXsOlvv1MCVURG7dp/65lnntRVV31rdykA4oh3cOpWFKDOU+fOq2yqDAAAAAgM4SkAAECMy89nMRHfjELJSAWVBKKILnXq7NfMmdmqX3+f/u//FqpnTwJUAGXnHlu8g1O35GTp2mu/UXKyM8KVAQAAAIEjPAUAAIgyFSoctbsEmGK/U8Su444rHW7ce+9C9ez5nY1VAYh1RmOLtw0bjtOQIf1UWOiIYGUAAABAcAhPAQAAoshxx/2lZ555Un36fG53KQnI37K64UDQishwhxv16u0vde7ee9/XFVcsi3xRAGLeccf9ZTq2uK1ff7wGDeqvAwcqRK4wAAAAoAxY4w0AACBKHHfcX5o1K1vHH/+3brllsVyuJL388gV2l4WQYylfRFZRuDFbdevuN23TvfsKLVjQUk4ns8IAWOP5vsXMunXHa/Dgfjp4kOAUAAAEptDhkDPFvvl/hY5C8QfPiYuZpwAAAFHg+ONLP4C89dZPdP31X9pYFUI3G9WOWa3AsbHFV3C6bl1dDRnSl+AUgGVG71u8rVtXl+AUAAAAMYnwFAAAwGZ16+7TzJnGDyBvv32Revf+yoaqYpW/WZ1GIabVvyQNdL/TQGaYMhsVoedrbHH79de6GjSIcAOAdYwtAAAAiHeEpwAAADaqV8//A8iOHdcoNZWlYiKLMBOxzUq48csv9TRoUD8dOpQewcoAxDIr71vWrmVsAQAAQGxjz1MAAACbuB9A1qlzwLTN2rX1NGRIX+Xn87Yt/hCIIzwCGVtycgg3AFhjbWw5QUOG3MTYAgAAgJjGUzgAAAAb1Kv3p2bNylbt2gdN2xQ9gOyrnJzyEaws0eVLSjU5HgrMaEV4WRlbfv75BA0dytgCwDrGFgAAACQSwlMAAIAIO+GEPzVzJg8g7XdEkpWZMd7BaaABaKiCV8A3K2PLmjX1df/9NzG2ALCMsQUAANjB6XDI6bBv50mnI0msGJW42PMUAAAggurX36tZs573+QBy9er6zDgNiUj8kuMZjHrejxmmiKz69ff6DTdWr66voUMJNwBYx9gCAACARMTMUwAAgAhp0GCvsrKyVavWIdM2q1c30P3399HhwzyATBwErSgbxhYA4cDYAgAAgETFzFMAAIAIaNDgD82c6fsB5E8/NdDQoTfxANIWRrNUwxlqsvQPQqNBgz/8hhuMLQCCcfLJu1W9eo7pecYWAAAAxCvCUwAAgDA78cQ/NGtWtmrWNA83fvzxRN1//006cqRcBCtLJKEKQj37sbJkb77JcaDsTjzxD82cOdtncMrYAiBYn3/eRJMnXyWnM6nUOcYWAAAAxDOW7QUAAAijk07ao6ys2apRw3zmxqpVJ2rYsD46epQHkJGRLyn1n4+PSEr3cR6ITowtACLhk0+aKSnJpQceeFvJ//z5PWMLAACIhEIlyymHjfdHImPmKQAAQJhkZFgJN07iAWTU8Ld0r9mMUiDy6tbdr8qVzWczM7YACJVFi5rroYeuUmGhtHIlYwsAAADiHzNPAQAAwiAjY7eysmarevXDpm1++CFDw4ffqKNH0yJYGawJZPaplSV7gdBaurSRxo69TmPGvKaUlJJ/E71y5Ul64IE+jC0AQubjj5vrwIF0rVqVwdgCAAASUmZmpipWrGh4PDMzM/IFIawITwEAAELs5JOLgtNq1cyD0xUrMjRiBMFp+BXo2FtezyV6/S3d68l7dl8woahnH2ZhKxCYr746Q2PH9tLo0a8XB6j8UQaAcPn220Z2lwAAAGCb5cuXGx7v2LFjZAtBRBCeAgAAhFj16jlKT88zPb9ixckaPvwG5eYSboSHvzDUF8+w1Wp7z/sCkfXll401bty1Gj36da1alcHYAgAAAABh0KpVK8OZpxkZGZEvBmFHeAoAABBiK1acohEjbtCkSS8rLc1Z4tz335+sESMIN2JDIEv3Gl0LRMYXX5ypwYP7ae3aExhbAFjWsOEutWv3q1588UJJSXaXAwAAENWys7PVpEkTu8tAhBCeAlGqoKBAr7/+uubPn69vv/1We/bsUX5+vmrXrq3TTz9dnTt3Vp8+fXTCCSfYXSoAwMD33zfUiBE3aOLEV4oD1GXLTtHIkTcoLy/YQA6hFcjSvZ7XuFmddcqMVITfypUn210CgBjSsOFOzZgxR1WrHlH58vl65pmLRYAKAACiiVMOFchh4/2RyJLtLgBAaR999JHOOOMM3XjjjXr55Ze1ceNGHTx4UEePHtW2bdu0aNEi3X///WrYsKHuu+8+HTnCQ1kAiEbLl5/6T1jq0LJlDQlOo4KVn5kF/psELZx9AwDg36mnHgtOJalPny/1r38tluSytzAAAAAgShCeAlFm1qxZ6tatmzZu3Oi3bW5urh5++GG1a9dO27Zti0B1AIBALVt2qu67L1MjRlxPcGqbsgSW+SYf++rT6pK9/PETzJ122u+65ZZFIswAEEqnnfa7ZsyYXRycuvXt+4VuvvlTMeYAAAAAhKdAVHn55Zc1YMAAFRYWBnTdqlWr1LVrV/31119hqgwAUBZr1zZQfj7BaXTyDDo9HyQHEriyZC9Cq1Gj3zV9+hz16fOl7rlnoQgzAITCaacVjS1Vqhw1PN+v3+e65JIfI1wVAAAAEH0IT4EosWvXLt1+++3Fr7t3767XXntNW7duVW5urvbu3avFixfrX//6lxyO0mu9//zzz7rjjjsiWTIAADEq0EAzX6GfdQoYa9RoR4lw4+qrv9Pdd38gAlQAZdGo0e+aMcM8OJWkpUtP05IlZ0awKgAAACA6EZ4CUWL06NE6dOiQ6tatq8WLF2vBggXq1auXGjRooLS0NNWsWVOdOnXSs88+q6VLl6pu3bql+pg7d66++eYbG6oHgMRy+uk7dM897ys5ObCVAhBJwc74DPS6QNqz3yl8O/30HZo+/QVVrlwy3Ljmmm91110EqACCUzS2zCk1tnj65pvTNGpUb1bKAAAAUcMph5xKsfFf6QlMSByEp0AUOHz4sF5++WXVrVtX33zzjTp16uSzfatWrbRkyRJVrVq11LkXXnghXGUCACSdccZ2TZ8+R1df/Z0GD35XSUkEqLHPbLYoYScixz22mIUb1177rbp1+yHCVQGIdf7GFkn6+utGGj26t/LzUyJYGQAAABC9CE+BKDB//nwdOnRIr7zyik466SRL15x22mnKysoqdXzx4sWhLg8A8I/Gjbdr2rQXVKlSriSpW7eVGjz4PQLUmBCqINSzH+9Zp94hLPudwhrvscXIV1810qJFzSJYFYBYZ3VsGTPmOoJTAAAAwAPhKRAFvv76a11zzTXq0KFDQNf1799f9evXL3Fsx44doSwNAPCPxo23aerU0g8gu3f/QQMHzidAjTm+gs1IhJ4EqyjSuPE2TZs2x2e48eWXpxNuAAiI2fsWT4wtAAAAgDHCUyAKOBwODR48OKjrunbtWuJYQQFLDAJAqJ155jafMzcuv3yFLr/8+whXhcgoMPkYKDv32FKxYp5pmy++OENjx/ZSQQHhBgBr/L1vkRhbAAAAAF94lwxEgRkzZgR97emnn17i9fHHH1/WcgAAHpo02aqpU19UhQrm4cbnn5+hhQtbRLAqhF6+pNQA2ge6ZC/BK0pq2nSrpkzxP7aMH38t4QYAy5o0KRpbfP1Rxuefn6Fx43rJ6XREsDIAAIDAFMohp+x7v1Iol233hv34LRyIcVWqVCnx+uyzz7anEACIQ1bCjSVLGmv8+Gt5ABl3jkhK/+djgk+EVtOmWzRlykuMLQBCivctAAAAQGgQngIxbteuXSVeey/jCwAIzllnbdGUKS8qPd17RuExn312piZMuIYHkDGjQCXf/noGpIFgv1IEj7EFQDg0bbpFU6cytgAAAAChwJ6nQIzbsmVL8cfp6em67rrrbKwGAOJDs2abCTfiQqAhp/n3O7DrCFdhjLEFQDicdRbBKQAAABBKzDwFYtyiRYuKP77llltUvXp1G6sBgNjXvPlmTZ78ks8HkIsXN9HEiVersJAHkPHNaGZqMMGo97K/hKuJiLEFQDgwtgAAAAChR3gKxLBVq1Zp69atkqSKFStq5MiRNlcEALGtefPfNHnyyz4fQH7ySVNNmnQVDyDxj2BnqyKRMLYACIe0tHyNGvU6YwsAAAAQYizbC8Swxx9/vPjjESNGqE6dOjZWAwCx7eyzf9NDD/meubFo0Vk8gIw73rNAfS3By4xRBK5Fi02MLQDCIi8vVaNHX6cjR1INzxOcAgCAWOZUspxy2PiP+CyR8d0HYtSOHTs0e/ZsSVKLFi00ZMgQmysCgNjVosUmTZ78ksqX915e9ZiPPz5Lkyf35AFkzDP/HocGASuOadlykyZNepmxBUDYrF59ku6//6ZSASp/lAEAAAAEj/AUiFFjxoxRXl6e0tPTlZ2drZQUVuEGgGC0bLlRkyf7Djc++qiZHnqIB5DwZmXJ3nCHtYhWqan5GjbsbcYWAGH3008nadiwPsUB6kcfNdPkyYwtAAAAQLAIT4EYtGTJEj377LOSipbubdasmc0VAUBsOuecjZo06RWVK2cebnz4YXNNmdJThYW8bYpNVmaCWlm6N1QzSpmZmijy81M1cuQNOniwvOF5xhYAofTjjxl64IE+evfdcxhbAAAAgDLi3TQQY44cOaJbb71VLpdLt912m26++Wa7SwKAmNSq1QZNnOg7OP3gg+aaOvVKHkDGnVDMBjWadeodjDLrNNGtW1dPgwf31aFD5UocX7jwbMYWACG3alWGZs7swdgCAAAAlBHvqIEYc/fdd2v9+vW69NJL9fjjj9tdDgDEpJSUAg0a9J7P4HThwrM1bRrhRnwwmu3p/b33N/vU3zkrwSmzThPRunUnaPDgfsUB6sKFZ2v69CsYWwAAAADAh0I55LTxX6HYAiGR8Rs7EEP+97//6bnnnlOLFi30xhtvsM8pAASpoCBFDzzQR3/9VcHw/IIFLTRtGuFGfAnF8r1mx4LpG4nk119P0JAhffXGG20YWwAEpFGjHXI4nHaXAQAAACQUkhcgRixZskR33XWXTj/9dH3wwQeqVKmS3SUBQEzbvLmOBg7sr6ys2ape/XDx8fnzWyor63K5XIQb8eeIpHSP1wUq/XbYu02+pFSPj4369OZvVisS0S+/1Ncvv9S3uwwAMaRNm3UaN26uvv76dI0ff40KC5n9AAAAYJfMzExVrFjR8HhmZmbkC0JYEZ4CMeDnn39Wz549VbduXX388ceqU6eO3SUBQFzYvPk4DRpUFKBWq3aY4DQhGQWo3syW8CU4BQCER9u26zR27FylpTnVsePPcrmSNGHC1QSoAAAANlm+fLnh8Y4dO0a2EEQE4SkQ5bZs2aJLL71U5cqV06JFi9SgQQO7SwKAuPLbb8dp0KB+uuSSn/S//11McBr3vGeWSqUDVKM2Rv14M99DF/GpSZOtWreunvLz+bUKQOi0bfurxo2bq9TUwuJjnTqtUWFhkiZNuooAFQAAwAatWrUynHmakZER+WIQdvyWD0SxXbt26ZJLLtHhw4f12Wef6bTTTrO7JACIS5s2Ha+nnz7e7jIQMVbDUbM2VoNTZp3Gs3btftXYsXO1fHlDjR7dmwAVQEi4xxbP4NTt4otXS5ImTbqavZMBAAAiLDs7W02aNLG7DEQI77aBKLV7925ddNFF2rNnjz744AOdddZZdpcEAEAc8Q42yzJrlOA00bRv/0txuNGu3XqNGfOaUlOZeQygbDzHFjOHDpVXYWFSBKsCAACwR4GSVSCHjf+IzxIZfx6NqLZ69Wr98ssvuvbaa225v8vl0sqVK7Vs2TLt2rVLSUlJOv7443XOOeeoRYsWSkoKzy+t7uB027Zt+vDDD9W6deuArt+zZ49uueUWvfnmm0pNTQ1LjQAQ7Zo3/02//nqCjh5Ns7sUxAwry/daCUUJTuNZ+/ZrNWbM60pJORZunHfeOo0e/ZrGjLlOBQX8igUgcOefv1ajR5ccW7y9/XZrPfJId0mEpwAAAEA48Zs9otKqVas0duxYzZs3Ty6XSy6XK6L3379/vx5//HE9/vjj2rlzp2GbBg0a6I477tDdd9+typUrh+zev//+uy666CJt375dCxYs0HnnnRfQ9fv27VPPnj1Vr149glMACcv9APKnn07UAw/cqNxcAlQYCXT/UyvL9RKcxjNf4Ub79us0ZszrGj36Ojmd7EcIwLoLLvhZo0a94TM4feutc/Xoo91EcAoAAACEH/OOEVVWrVqlq6++Wi1atNDbb78d8dBUkt544w2dccYZGjlypGlwKknbtm3T8OHD1bhxYy1cuDAk9/7tt9904YUX6vfff9fChQvVoUMHn+1dLpdyc3P1xx9/6Pvvv9fkyZN15pln6ptvvlHfvn1DUhMAxJoLL/y5ONxo0WKzJk16ReXK5dldFqKW1ZmkVvc5RbzyHFvM7NpVTU4nv2IBsO7CC/0Hp2++2YbgFAAAAIggfrNHVFi5cqWuuuoqW0PTwsJCDRgwQL169dLu3bslSUlJSerfv7++/vprHTx4UIcOHdK3336ru+66SykpRbNSduzYocsuu0wTJ04s0/1//vlnnX/++dq4caMOHjyoCy+8UElJST7/JScnq3z58qpTp45atWql4cOHa/fu3apRo4a6d+9e5q8JAMSaCy9co1GjSoYbLVv+pokTX1FaWr6NlSG2WAlF2ec0kRiNLd7eeKONHnusqwg3AFjVoQNjCwAAABCNWLYXtlq5cqXGjh2rd955x5bA1C0vL0+9evXSu+++W3wsPT1db7zxRqkQ8txzz9W5556rG264QV27dtWhQ4fkcrk0cuRIHThwQFOmTAn4/t9++60uu+wy/fnnn2X+XCSpd+/eLNkLIOF06LBGDz74hhyO0j9PzjmnKEB94IEb2Y8QBqws3+t9zqgPxCNfY4vb66+31RNPXCrCDQBWdey4WiNHvsnYAgAAYKJQKXLaGGEVyvwP3BD/mHkKW7hnmrZs2bJ4X1M73XLLLSWCU0maO3euz9mb7du31yuvvFLi2NSpU5WVlRXQvRcuXKiLLrooZMGpJN10000h6wsAYkGnTqv9hhsbNx6nggL2IYQZq8vyEpwmEitjy9y57Qg3AASkUyf/welrrzG2AAAAAHYhPEVE7du3Tz179lSLFi306aef6qKLLtJFF11k6yzJiRMn6oUXXihx7Pbbb1ePHj38Xnv55ZerX79+JY4NGTJEixYtsnz/4cOH6/Dhw5bb+3PKKafovPPOC1l/ABDtOnX6SSNG+H4A+eqr5+nJJ7uIB5DwLZgQlOA0XjG2AAiHiy6yNrb897+MLQAAAIBdCE8RUdWqVVO1atU0b948/fHHH1q0aJE++eQTLV++XFWqVIl4PStXrtSYMWNKHKtcubIeeughy32MGTOmeP9TqWjv1MzMTP3111+Wrv/hhx/kcrlC9m/jxo2WaweAWHfxxT9qxIi3fD6AfOWV9nrqqc7iASSCU2DyMeIZYwuAcLj44h81fDhjCwAAABDtCE8RUcnJycrOztaVV15ZYrZps2bNdMcdd0S0FqfTqVtvvVUFBSUfhN56662qVq2a5X5OPvlkXX311SWO7dixQ4MGDQpFmQAAE5dc8qMeeOBtnw8gX3rpfD399CXiASSsM1u+l+V6EwVjC4BwuOSSVX7Hlpdfbs/YAgAAAEQBwlNEjY4dO0b0fs8++6yWL19e6vidd94ZcF99+/YtdWz27NlatWpVULUBAHy75JJVGjbMf7jxzDMXiweQCJyVUJTgNB4xtgAIh86dV2nYsHl+x5b//Y/gFAAAAIgGhKeIGg0aNIjYvZxOp6ZMmVLq+JlnnqmGDRsG3F/Xrl1VuXLlEscKCwv1wAMPBF0jAMBYly4r/c7ceOGFCwg3UEa+wlGC03jE2AIgHDp1Wu33jzIYWwAAAEpzKllOOWz8R3yWyPjuI2rUqFEjYvd69dVXtWnTplLHr7jiiqD6S0lJ0fnnn1/q+AcffKBffvklqD4BAKVdeulK3X//PCX7eAczZ86Feu65i8QDSABWMbYACJdff62rP/+sbHqesQUAAACIPoSniBoVKlSI2L0eeeQRw+NGAahVnTp1KnXM5XLp0UcfDbpPAMAxXbv+oKFDfYcbs2d30PPPdxIPIBEaRjNMmXUabxhbAITT77/X1IABmfrjj9IBKmMLAAAAEJ0ITxE1ypcvH5H7bNq0Sd99953huRYtWgTdr1nw+tprr6mgoCDofgEAUrduKzRkyDs+w43nn++o7GweQCLUjph8jHjQqdNqv2NLdnYHxhYAZbJjR1GAundvpeJjjC0AAABA9CI8RdRwOBwRuc/cuXMNj9epU0f16tULut8zzzzT8PjevXv16aefBt0vACS67t2/19Ch7/oNTufM6RixmpBojojgND6tXt1AO3dWNz3//PMdNXt26dVFACBQO3bU1MCBRQEqYwsAAAAQ3VLsLgBwS/b1VDyE3nzzTcPjp512Wpn6rVq1qurVq6fff/+91LkFCxaoc+fOZeo/0vbs2aM//vgjoGs2bNgQpmoAJKrLLvtegwe/57PNc8910gsvdIhQRQDiyR9/VNWAAZmaOTNbJ5zwV4lzjC0AQm3btlr697/v1IEDkduyBgAAIFYVyiGnIjPhyuz+SFyEp4gakQhPDx48qJUrVxqeq1+/fpn7b9y4sWF4+sUXX5S570h74oknNHbsWLvLAJDAOnX6yW9w+swzF+mlly6MUEUA4tEff1TVwIH9NXNmturV2y+JsQVA+BCcAgAAANGPZXuRUL777js5nU7Dc6EIT0844QTD46tWrdKhQ4fK3D8AJJKVK0/W5s21Tc//738XE24ACIk9e6pp4MBM7dxZjeAUQMCSk41/xwQAAAAQmwhPkVC++eYb03NmwWcgjjvuOMPjTqdTa9asKXP/AJBI/vqrkgYO7K/Nm2uVOvf00xfr5ZcvsKEqAPFq9+5quuWW/xCcAgjIlVd+p4cffl4VKhy1uxQAAAAAIcKyvUgoP/74o+m5UMw8rVOnjum5tWvXqk2bNmW+R6Tceeed6tWrV0DXbNiwQT179gxPQQASkjtAnTlztk46aa8k6amnLtGrr55vc2UA4tHhw+XtLgFADOnZ8zvde+/7kqQpU17U/fffxDgCAAAAxAHCUySUzZs3m54LRXhau7b58pLr1q0rc/+RVKdOHZ9hMABEyl9/VS7ej3DBgpZ67bX2dpcEIIakpBSooIBfewCE1lVXfav/+7+Fxa+bNt2uKVNe0tChN+nIkXI2VgYAABAfCpSsAjlsvT8SF999JBRf4Wm9evXK3H96errpuZ07d5a5fwBIVPv2VdZtt91OcAogIFdd9a2eeOIZValy2O5SAMSRq69eWiI4dWvadJumTHlR6em5NlQFAAAAIFQIT5EwDh8+rD/++MP0fKVKlcp8j3LlzP/CeNeuXWXuHwASWW5umt0lAIgh11xTFG6cdtouTZ8+hwAVQEhcc803uueeD0zPn3XWNrVtG1urDgEAAAAoifAUCePPP//0ed7XrFGrfIWn/u4PAImoXLk8u0sAEIeuvfYb3X33sXDjtNN2adq0OapcmQAVQPCKxpYPfbZ57LFL9emnZ0WoIgAAAADhQHiKhHH4sO+HZeEOT48ePVrm/gEgnvTq9bWefvop1ahx0O5SAMSRXr2+1l13lQ43GjXapenTX1ClSkdsqApArDMbWzw9+mhXvflmuwhVBAAAACBcCE+RMHyFp+XLl1dSUlKZ7+FyuUzP5eay7w0AuF133Ve6886PdOKJf2rmzGxVr06ACqDs3GOLmUaNdqp16w0RrAhAPPA3tkjSww9301tvtY1QRQAAAADCKcXuAoBIOXLEfJZBhQoVQnIPp9Npeq6goCAk9wCAWHf99V/q9tsXFb8uClBna8CATP31V9n3nwaQmHr3/kr/+c/HPts8/HB3ltMEEBDv9y1GHn64u+bNOzdCFQEAACSGQjnktDHCKpSjxOvMzExVrFixVLvMzExlZmZGqCpECuEpEoavWaGhWLJX8h2ehuoeABDLbrjhC9122yeljp900l5lZWVr4EACVACBsxJuzJrVXe+8Q7gBwDqz9y2eGFsAAAASw/Llyw2Pd+zYMbKFICIIT5EwKleuHPZ7+Fqal/AUQKK78cYvdOut5g8gMzL2qkWL37R4MbPCAFjnb2yRpKysy/Tee60jVBGAeMDYAgAAAE+tWrUynHmakZER+WIQdoSnSBi+wtOjR4+G5B6++gnV0sDRIDs7W9nZ2aWO5+TkRL4YADGhT5/Pdcsti322mTHjcoJTAAGxOrbMn98qQhUBiAeMLQAAAPCWnZ2tJk2a2F0GIoTwFAkjEuGpr31Vjf4qJVZt3rxZS5YssbsMADGib98l+te/PvXZZvr0Hlqw4JwIVQQgHtx00xL9+9+MLQBCi/ctAAAAAAhPkTAiEZ4eOHDA9Fz9+vVDco9okJGRoQ4dOpQ6npOTY7r2O4DE1K/fZ7r55s9MzxcWSjNmXKH3328ZuaIAxDzGFgDhwNgCAAAQPZxyyCmHrfdH4iI8RcIoV66catWqpb1795Y653Q6VVBQoJSUsv1fwld4etJJJ5Wp72iSmZmpzMzMUsfXrFmjpk2bRr4gAFGpf/9PlZlpPku9sFCaPv0KLVzIA0gA1jG2AAgHxhYAAAAAbsl2FwBE0plnnml67s8//yxz/776OPHEE8vcPwDEBpcyM/0/gJw27UoeQAIIAGMLgHBgbAEAAABQEuEpEoqvDZ137NhR5v59hacNGzYsc/8AEP1cuvnmT9W/v+8HkFOn9tQHH7SIYF0AYhtjC4DwSEsrULt260zPM7YAAAAAiYfwFAnF18zT7du3l7n/33//3fB4SkqKWrTgl20A8c6lf/1rsfr1+9y0RWGhNGVKT3344dmRKwtAjGNsARA+eXmpGjy4r9atO77UOcYWAAAAIDERniKhNG/e3PRcKGaemgWwzZo1U3p6epn7B4Do5dItt3yivn2/MG3hdCZp8uSr9NFHZ0euLAAxjrEFQPgdPFhBgwf30/r1xwJUxhYAAAAgcRGeIqG0bdtWVatWNTy3ZcuWMvXtcrm0bds2w3Nt2rQpU98AEN2Kwo0+fb40beF0Jumhh67SokXmf8QCAN5SUwvUvLn5ezTGFgCh4g5QN2w4jrEFAAAgChQqWU45bPtXSHyW0PjuI6Gkpqaqa9euhud++OGHMvW9Y8cOHT582PBcly5dytQ3AEQvl267bZHf4HTy5Ku0aFGzCNYFIB7k56fq/vv7aPXq+qXOMbYACLUDBypo0KB+GjWqN2MLAAAAkMAIT5FwevToYXj8+++/L1O/a9euNTxepUoVdevWrUx9A0B0cun22z/WDTd8ZdrC6UzSxIlX65NPeAAJIDiHD5fX/fffpDVrjgWojC0AwuXAgYr6+usz7C4DAAAAgI0IT5FwunfvrrS0tFLH//zzzzIt3btq1SrD41dccYXKlSsXdL8AEK1SUpw69dRdpueLwo1r9OmnZ0WwKgDxyB2g/vzzCYwtAAAAAAAgrAhPkXCqV6+uPn36GJ5bunRp0P2aXdu/f/+g+wSAaFZQkKKRI6/XihUnlzrndCZp/Phr9emnTW2oDEA8yskpr6FD++qBB/owtgAIgEt9+nyu447bb3chAAAAAGIE4SkS0pAhQ5SUlFTq+LvvvhtUfy6XS19+WXq/vxYtWuiSSy4Jqk8AiAW5uWkaPvwGrViRUXzM6UzSuHHXasmSJvYVBiAu5eSU17Jlp9pdBoCY4dKdd36oW25ZrKysbNWps9/uggAAAGCRUw7b/yFxpdhdAGCHxo0bq0ePHqXC0gULFig/P1+pqakB9bds2TLt3r271PGhQ4eWqc5olZ2drezs7FLHc3JyIl8MANvl5qZpxIgbNWnSyzrrrK0aP/5aff75mXaXBQAAEppLd931ga699ltJUr16+5WVNVsDBmTqjz+q2lwbAAAAgGhGeIqoUVBQYHqusLBQycmhnSg9YsQIvffee3K5XMXH/v77b33yySfq2rVrQH29+eabpY41b95cvXr1KnOd0Wjz5s1asmSJ3WUAiCJHj6Zp+PAbdcYZO7RyZellfAHAmEs33/ypPv64mbZvr2V3MQDihkv33LNQV1/9XYmjJ5zwl2bOzNZ992Vq714CVAAAAADGWLYXUcPpdAZ1LljnnnuuMjMzSx1//vnnA+rnyJEjevbZZ0scS0pK0n//+185HPE5tT8jI0MdOnQo9a9Vq1Z2lwbARkePphGcAgiAS//3f++rX7/PlZU1Wyec8KfdBQGIC0Vji3dw6nbCCX9p2rQXlJwc+t8xAQAAAMQHZp4iavha8jUnJ0fVqlUL+T2nTp2qBQsWaM+ePcXH3nrrLW3YsEGnnmptP61HH31Uf/5Z8mHff/7zH7Vr1y6ktUaTzMxMw+B5zZo1atq0aeQLAgAAMSUpqVD33vu+rrxyuSSpdu2DmjkzWwMGZGrHjpo2Vwcgdrl0773vq2fPZaYt8vOT9cwzl6iwMD7/0BUAAABA2THzFFHjr7/+Mj23b9++sNyzVq1aevHFF0ssCVxQUKD77rvP0vU///yzxowZU+LYeeedp1mzZoWuSACwSVJSoW677WOdcsouu0sBEEe8g1M3d4Barx4zUAEELimpUPfdt8BvcDp6dG999dUZEawMAAAAwXAqWQVy2PbPSXyW0PjuI2qsX7/e9NyGDRvCdt/OnTtrypQpJY4tWLBAkydP9nndr7/+qi5duujIkSPFx0499VS9/fbbSktLC0utABApSUmFGjBggW644SvNmDFHJ5+82+6SAMQB99jiHZy61a59UFOnvqiUlIIIVwYglrmDU7OxRZLy8hwaNaq3vvnm9AhWBgAAACAWEZ4iKjidTk2fPt30/LRp08Ky76nb4MGDNWLEiBLHhg8frnvvvVcHDx4scbygoEBPPvmkWrdurR07dhQfb9eunb7++mvVqVMnbHUCQCQkJRVq4MD56tHje0lStWqHlZU1WxkZBKgAguc9thjJy3Posce6qaCA3UUAWOMeW664wvfYMnp0by1dSnAKAAAAwD/CU9jmyJEj+u233zRv3jxdeOGF+uSTT0zbLlq0SB07dtTbb7+t3377TYcPHw55PRMmTNDTTz9dYtboI488ogYNGujaa6/VwIED1b9/f5144om64447ikNVh8Oh++67T4sXL1bt2rVDXhcARFJSUqEGDXpPl1++osTxYwHqHpMrAcCcO9zwHls8uWeFLV3aKIKVAYhljC0AAAAAwoE/6UbEzZkzR/379w/4ui+//FJffvlliWOfffaZOnToEKrSdOutt+qCCy7Q3XffXRzm/v3333rzzTcN23fp0kUTJ05Uq1atQlYDANglKalQgwe/p+7dfzA8X736YU2e/JL69btH+fm8hQBgjb+xRSoKN0aOvF7Llp0WwcoAxDLGFgAAAADhwpNPRNwVV1yhn376KSR9nXzyySHpx9MZZ5yhRYsWaeXKlXrppZf0+eefa9OmTfr7779VrVo1nXLKKbrkkkt03XXXqVmzZiG/PwDYITm5UIMHv6tu3VaatsnLcygrqwfBKQDLrI4tI0feoGXLTo1cYQBiGmMLAAAAgHDi6Scirlq1aqpWrZrdZfh19tln6+yzz7a7DAAIu+TkQg0Z8o66dl1l2iY3N0UjR16v5ct5AAnAGsYWAOHA2AIAAJAYCpUip40RViHxWULjuw8AQAJLTi7U0KHv6NJLfT+AHDHiBn3/fcMIVgYgljG2AAgHxhYAAAAAkUB4CgBAgkpOLtT9989Tly4/mrY5ejRFI0bcqBUrTolgZQBiGWMLgHBgbAEAAAAQKYSnAAAkoOTkQg0b9rY6dzbfg/ro0RQNH36jfviBB5AArGFsARAOyclOPfDAPF1yCWMLAAAAgPAjPAUAIMFYfQD5wAN9tHLlyRGsDEAsY2wBEC5XXfUdYwsAAACAiCE8BQAggSQnOzV8+Nu6+OLVpm2OHEnVAw/cqFWreAAJwBrGFgDh9M47rdWixW9q335dqXOMLQAAAPHJqWQ55bD1/khchKcAApadna3s7OxSx3NyciJfDADLkpOdGjHiLV100RrTNkUPIPto1aqMyBUGIKYxtgAIt4KCFI0de53Gjp2rdu3WFx9nbAEAAAAQDoSnAAK2efNmLVmyxO4yAATA4XBq5Mg31bHjz6ZtjhxJ1bBhffTjjxmRKwxAzLviiu/9BqeMLQDKKj8/RaNH99a4cXPVtu16xhYAAAAAYUN4CiBgGRkZ6tChQ6njOTk5Wr58uQ0VAfDFanB6//036aefTopgZQDiwbvvnqOmTbcaLtl7+HCa7r+/j1avZmwBUHb5+SkaNeo6PfDAPL399rm8bwEAAAAQFoSnAAKWmZmpzMzMUsfXrFmjpk2bRr4gAKYcDqcefPANdeiw1rQN4QaAsigsdGjSpKuUnOxSp07HZqAWjS03afXqE22sDkC8yc9P1bhxvewuAwAAAEAcIzwFACCOdev2g4XglHADQNkUFjo0YcLVSkpyqWPHn5WTUzS2rFnD2AIAAAAAiH2ZmZmqWLGi4XGjiUaIbYSnAADEsQULWuqMM3bosst+KHWOcANAKBUFqNfoyJE0zZ9/jn7+uYHdJQGIESkpBTrhhH3asqWO3aUAAAAgShTKIacctt7fk9l2dR07doxANYg0wlMAAOKYy5WsGTN6KDnZpW7dVhYfz8lJ09ChfQk3AISU0+nQ1Kk97S4DQAxJSSnQmDGvq3nzzRo8uJ9+/fUEu0sCAAAASmnVqpXhzNOMjIzIF4OwIzwFACDOuVzJmjbtCklSt24rdehQOQ0depPWriU4BQAA9klNLdDo0a+pfft1kqTp0+do0KB+WreOABUAAADRJTs7W02aNLG7DERIst0FAACA8HO5kjV9+hV6661zNXRoX4JTAJalphaoYcOddpcBIM6kphZozJhjwakkVaqUq+nTX9Bpp/1uY2UAAAAAEh3hKQAACaKwMFmPPtpda9fWt7sUADEiNTVf48bN1aOPPqdmzTbbXQ6AOOEeW847b12pc5UrH9X06XMIUAEAAADYhvAUAAAAQCnucKNt2/VKT8/XQw+9pLPO2mJ3WQBinOfYYiYpSUpKckWwKgAAAESbAiWrQA4b/xGfJTK++wAAxLDU1Hw1brzN7jIAxJnU1HyNHz9XbdtuKD6Wnp6vKVNeVNOmBKgAgmM0tng7cKC8Bg9m31MAAAAA9iE8BQAgRqWm5mvChFc1a1a2Wrc2n70BAIFIS8vXxImvqk2b0uFGUYD6kpo02WpDZQBimft9i9HY4nYsOK0XwcoAAAAAoCTCUwAAYpA73Dj33I1KS3NqwoRX1bq1+cNIALAiLS1fEya8otatN5q2yc936OjR1AhWBSDWeb5vMfP33+kaNKi/1q8nOAUAAABgL8JTAABiTLlyeZo4sWS4URSgvqJWrQhQAQTn2NiyybSNO9zYuLFuBCsDEMuM3rd4Kxpb+mnDBsYWAAAAAPYjPAUAIIa4H0C2alU63HDPQG3Z0jz4AAAjvsYWt2PB6fERrAxALAtsbCE4BQAAwDGFSpHTxn+FSrH7SwAb8d0HACBGlCuXp0mTXlHLlr+ZtjlyJE3791eIYFUAYp2VsWX//goaNKifNm0iOAVgDWMLAAAAgFhFeAoAQAwoXz5PEye+rJYtN5u22b+/ggYO7K/ffjsucoUBiGlWxpa//ioaWzZvZmwBYA3vWwAAAADEMsJTAACiXPnyeZo06WW1aLHZtA3hBoBAMbYACAfGFgAAAACxjvAUQMCys7OVnZ1d6nhOTk7kiwHiXPnyuXrooZfVvPkW0zb79lXUoEH9tXlznQhWBiCWMbYACAfGFgAAAADxgPAUQMA2b96sJUuW2F0GEPeKHkC+pObNt5q22bevogYO7K8tW3gACcAaxhYA4cDYAgAAACBeEJ4CCFhGRoY6dOhQ6nhOTo6WL19uQ0VA/ElPL3oA2ayZ7weQAwZkauvW2hGsDEAsY2wBEA6pqfmWglPGFgAAAFjlVLKccth6fyQuwlMAAcvMzFRmZmap42vWrFHTpk0jXxAQZ9LTczVlyos666xtpm3+/LOSBgzor23beAAJwBrGFgDhkp+fovXr65qGp4wtAAAAAGIJ0TkAAFGkQoWjmjrVd7ixd28lDRiQyQNIAJYxtgAIryQ9/nhXvflmm1JnGFsAAAAAxBpmngIAECUqVjyqKVNeVJMm203b/PFHZQ0c2F/bt9eKYGUAYllqaoGmTHlRTZsytgAIpyQ99lhXJSW5dPXV30libAEAAAAQmwhPAQCIAhUrHtXUqS/ozDN3mLb544/KGjAgUzt21IxgZQBiXX6+QytWnGIanjK2AAidJD36aDclJ7vUvv0vjC0AAAAAYhLhKQAANqtY8YimTXtRjRubB6d79lTRgAH99fvvPIAEEKgkPf98JyUludS37xclzhCcAgi9JD38cHfNmXOh/vqrst3FAAAAIEYVyiGnHLbeH4mLPU8BALBRSkqBxeA0k+AUQBkk6bnnLtJLL51ffGTPniq67z6CUwDhkERwCgAAACBmMfMUAAAbFRSkaMmSM03D0927q2jgwEz9/nuNCFcGIP4k6ZlnLpYkXXLJj4wtAAKSlFQol4u/vwYAAAAQ//jNBwAAm82d215PPXVJqeO7dlX9Z8Yp4QaAUCkKUG+77XbGFgCWVap0RI8++pwuuOBnu0sBAAAAgLAjPAUAIAq8+ur5evrpi4tfu4PTnTsJNwCEWpIOHKhodxEAYkTlyoc1Y8YcNWmyXaNGvaHzz19rd0kAAAAAEFaEpwAARIlXXrlAzzxzkXbtqqr77svUrl3V7S4JQIxITnbaXQKAOFS58mFNnz5HjRrtlCSlpBRq9OjX1b79LzZXBgAAAADhQ3gKAEAUeemlC3XLLXdo926CUwDWVKlyWE888Yw6d15ldykA4kiVKkUzThs12lXieFGA+prOO48AFQAAAOHjVLIK5LDtn5P4LKHx3QcAIMrk5JS3uwQAMaJKlRzNmDFbp5++U8OGva1LLiFABVB27rHltNN2GZ5PTS3UbbctksPBrHcAAAAA8YfwFACAMEtJKbC7BABxqEqVHGVlzdGpp+6WJCUnS8OGzdPFF/9oc2UAYpn32GJkx47qGjKkr5xORwQrAwAAAIDIIDwFACCMqlbN0ZNP/k89eiyzuxQAcaRq1RxlZc1Ww4Ylww2Hw6UHHnhbF130k02VAYhlZmOLpx07qmvAgEz98UfVCFYGAAAAAJFDeAoAQJhUq3ao+AHkwIEL1KPHcrtLAhAHjo0tewzPOxwu9e//GbPeAQTE39giSdu319B99xGcAgAAAIhvKXYXAABAPHI/gDz55D+Kjw0cOF8ulzR/fisbKwMQy4zGFm/bt9fQoEH9VVDAW30A1lgZW7Ztq6GBAzO1d2+VCFYGAACAROWUQ04bIyyn2KIikTHzFACAEKte/ZBmzjR+ADlo0Hx17/69DVUBiHW+xha3bdtqaMAAwg0A1lkZW7ZurUlwCgAAACBhEJ4CABBC1asfVFZWtjIyzB9AXnfdN0pNZTlNANZZGVu2bq1JcAogIFbHloED+zO2AAAAAEgYrOUFAEBIpKtGjQPKypqjk07aa9pq69baGjjwNuXnV45gbZJ0JML3AxAqNWocVFbWbD9jS1Fwum9fpMcWALGKsQUAAAAAjBGeAghYdna2srOzSx3PycmJfDFA0NJD2luNGgc0c+bTOvFE85kbW7YUBaf79tkxc6Msny/BK2CXGjUOaubMbJ144p+mbbZsqaWBA/sTbgCwzOrYMmBAf/31F2MLAAAAgMRCeAogYJs3b9aSJUvsLgOwILQBqbEU1az5t7KyfAenmzcfp4ED/6O//rJzybtglwq28nUkYAVCrWbNA8rKmu0z3Ni8uSg4JdwAYBVjCwAAAAD4RngKIGAZGRnq0KFDqeM5OTlavny5DRUBZQlJy/ajsFatv5WV9YQaNDBf8q4oOL0jCh5AWv1cgwlZ3d8DQlQgFGrVOqCsrGw1aLDPtM3mzbX/CTcqRbAyALHMWnDK2AIAAAD7Fcohpxy23h+Ji/AUQMAyMzOVmZlZ6viaNWvUtGnTyBeEBBGqWaSh+9FXq1ausrKe9Bmc/vZbXQ0ceJ/277c7OJWsB5tlCVnTA7gPACNWgtPffqutQYMINwBYx9gCAAAAANYQngIAolQowlKrP+YCv1etWn9p5sxZql/ffKneTZvqadCge/8JTlMt9JofcB2B8fd5Bhp6en59PYNUZqECwapV62/NnDlb9eubhxubNtXRoEH9tH8/4QYA684++zefwSljCwAAAAAUITwFAEShYIPTQH6sBR/O1q69TzNnPqwTTjAPTjduPEGDBg3S338HMuPUSsBaFv7CWV9fE39BqPtrT4gKBKt27b81c2a2TjjhL9M2GzfW0aBB/fX33xUjWBmAeLBoUXNVqpSre+99v9Q5xhYAAAAAOIbwFAAQZQIJNQP9MWalb98BZp06fyory19wWl8DBw7UgQPu4DRUSw67BRtGmn1uVma8Wg1WU1R6OV+W8gX8qVNnv7KyZvsJTo/ToEH9CDcABG3evHMluXTvvQuLjzG2AAAAAEBJhKcAgCjiK6AL5keWv9AysJmexx33p7KypqtePfM9TjdsOFGDBj3gEZyGQ7BhrFmAWZZQVSo9w9QsQPVVA5DYGjfeobp1zYPTDRuKwo0DBwg3AJTNvHltlJQk/d//LWRsAQAAQNRyKllOOWy9PxIX4SkAIEp4B4LB/ogq++xSo76OO+4PzZw5Q3Xrmgen69efpMGDh3kFp5H8UesdWHoz+tr4CjMDDVU9Z5gaLePr3QaA25IlTTR1ar6GDp2nZK/fz9avP16DB/fTgQMV7CkOQNx5++02OniwvL777jTGFgAAAMCCzMxMVaxY+o8OMzMzlZmZGfmCEFaEpwCAKFDW4LQsgan/a4877g/NmjVRxx9vHpyuW5ehwYNH6uDBShZqCRdfXzezYNX787cSbBp9Ld2Bqnc4yixUwKoPPzxbkktDh75THKCuW3e8hgwhOAUQeosWNbe7BAAAACBmLF++3PB4x44dI1sIIoLwFABgs2CDU6tL1wYfmhZJ0ckn/65atcyX01y37mQNHjzCIDgNbFng0DGaGWr0dTUKVAOdneqWqpIBqud1RgGqUTsAH37YQsnJLg0d+q7WraurwYP76uBBglMAAAAAAOzUqlUrw5mnGRkZkS8GYUd4CgCwUaDBaVkDU7M+fN936dJzNH78/2nUqIflcBSWOPfrr6do8ODROnTIzhmn3nzNDPXk/XlbnZ0qGQeengGq+zp/y/h6twOwcGFLHTpUXitXZhCcArCsbt19atVqo957r7XdpQAAAABxJzs7W02aNLG7DEQI4SkAwCZWg1Cr7aRQh6aePv/8fI0fn6wHH5xZHKCuXXuqhgwZpZyc0n91Zn7PSPEOI72/NmUJUyXz5X7d9wlkGV/P/ghRAUn64osz7S4BQAypV2+fsrKyddxxB1S+fL5ef/08u0sCAAAAyqRQDjnlsPX+SFyEpwAAG1gJMu0KTc37WrLkPCUluTRy5CytW9dQQ4Y8+E9wamdIasbfXqaen6dRkCoFHqZ63iOYZXyN+gEAAL7Uq7dPM2dmq06dA5KkO+/8SJIIUAEAAAAgSISnAIAIC1Vw6m8/UauhaWD7kn722SXKyammn39u7GPGaXB9h5Z3IOr59QhmVqrkP0z1FaB6n/e3jK9RnUDsqlfvT7Vv/ythBoCQqlfvT82ala3atQ+WOH7nnR/J5UrSG2+0s6kyAAAAAIhdhKcAAJsFGpxGKjQ1r2PZslZB9BdpvgJRX0Gq97VmQapU8uvqDkG9g89gl/E16guITSec8KdmziwKNypUyNXs2Z3sLglAHPAcW4zcddeH2revkhYvPivClQEAAABAbCM8BQBEkHcgaTU4tRJMliU0DXTZXatBqV3L+QYSiAYSpHpf68k7BA3VMr5GfQGxo379vcrKml0cbmRmLpHLlaQ5czraWxiAmOY9thhZvbq+li49LYJVAQAAAEB8SLa7AABAoggmOE2VtRmiRn1792/UV9G1DRpsV79+L0ly+ajB85+/WoxqiiTvOrxrMftcrNTu6+vg/XU3uq/3/cyu9Wb31xQIXIMGew1nhd1882fq23eJTVUBiHVmY4un1asb6P77b9Lhw+UjWBkAAAAAxAdmngIAIiDY4DSQPo36Nevn2LUNGmxTVtYDqlVrnypVOqonnrhdUpKfe5vd30gkf9T6m73p5j0jVApsj1Tva72v95xJGsplfI3aA9GpQYM/NHPmbNWsecjw/L/+9an27KmqDz88O7KFAYhp/sYWSfrpp6Lg9MiRchGsDAAAAAitAiWrQA5b74/ERXgKAAgzf8GpEX+zO70FtzxvgwbbNHPmA6pZc58kqVevN1VYmKQnn7xNpQNUK2Gp3T9Wze7vHUYaBaO+9jm1GqSaBajuPljGF4nhxBP/UFaW73Djxx9P1OefN45gVQBindWxZdiwPgSnAAAAAFAGdj/lBQDENSvBqb+lXc3amfVnbU/TE0/8XTNnDlONGn+VON679xtyudL01FN3yP8MVCs/RiOx1Ky/INGzznAGqd6zSt339ZyFahagep/3vtYbASqi00kn7VFW1mzVqJFj2mbVqqJw4+hRwg0A1jC2AAAAAEDkEJ4CAMIkVMGp1dDU6Hrj5YBPOmmLsrIGq0aN/Ya9XH/9y9qx4wTNn3+lxfv6u2e4+bun97K4buEKUn3NQg3lMr4EqIguGRl7NGOGv3DjJA0bdiPhBgDLGFsAAAAAILIITwEAIRaK0DS0s0w922VkbFZW1hBVr77foF2RH35oqUWLupvc00o46m+/1kjKl3HNR2T8+XmHnJ7tjT4vs6V3rcxCNWvvHcr6moVqZUlhIPwyMnYrK2u2qlc/bNrmhx8yNHz4jTp6NC2ClQGIZYwtAAAAABB5hKdh9M477+jvv/9Wv3797C4FAMLASsDpO8g0buPZRyBL+PoPYDMytigra6jP4HTFitYaMeIRHT1a1bSNeQ3e7P4xWyDjEFQq/fXynlXq3b6yQd+ScQhqthSv0fnK8r03qlk9vmqxeh0QGiefvFszZvgON1asyNCIEYQbAKxjbAEAAEAiK1SKnDY+Wyu0/bke7MR3P4wGDx6sTZs2EZ4CiHLBLDMbqiV4fQWloVrSt6jNySevV1bW3apW7a/Sl/xjxYrzNHz4M8rNtTJ71lMFH+fC8aPWbBlbfw7LfwgqlQ473XwFrO5+PQPbUASq/tp61+vJO5Q1qx0I3imn7NKMGXNUrZqvcONkDR9+g3JzCTcAWMPYAgAAAAD2ITwNoyNHeCALINxCub9mID8SwhmUBruEr3lNDRv+ohkzblXVqubB6fffn68RI15Rbm5ZglBfy/Va+V5Z/bkR6LLA7rCxiscxswDWasAqmS/R6z7nHYJ6X2MWxnoLdHaq+z5m3y8roaq7D8Bcw4a7NGPGbFWtav7fyvffn6wRIwg3AFjH2AIAAAAA9iI8DaO9e/faXQIQFtnZ2crOzi51PCcnJ/LFJIxAQ9Jgh/dg9/P0N1PT8xpfwavnudDMbm3YcJ1mzPi3z+B0+fKOGjHiVeXl+Qpx/dUSCuHo06hfo/1LrQasnjNgPENW94xTs3DUc/lfo1ml3gGsvxmnwXyt3P1ZCVWNagCOadhwp2bMmOMz3Fi27BSNHHmD8vKiaR9kANHMytiyfPkpGjGCsQUAAAAAwoXwNEw2b96svLw8JSUl2V0KEHKbN2/WkiVL7C4jTgUSCJVlpqgvgc6e9BWUel/j61yKyXF/15nVUUENG/6kGTOu9xmcLlt2sUaOfM8rOA0Ru38EuMxOGH2uRsv2Gi3Z6xmuSiUDR89Zq8GEqfJzjVmYaTUc9rd0r/d/Q96fA1Dk1FN3avp0f8FpQ40ceT3hBgDL0tLyNXnyy/xRBgAAAADYjPA0TObOnWt3CUDYZGRkqEOHDqWO5+TkaPny5TZUFItCtc9oMP1Zedhm1l8gQam/82Zhqa9ZqkY1eC+zW3T+tNNWavr0nqpSZb9BH0W+++5SPfjg29aDU19haHkf50L10zbYrU4l6ajXa9NgVbIerkolZ4xWkXGYajbT1ChMlY9rvOsxe7hsJUx112zU3n1NighQ4e20037X9OlzVKWK9/+pjvnuu6LgND+fcAOAdXl5qZoxo4fGjZurtDRnqfPffddQDz7IH2UAAAAAQLgRnobBhx9+qLFjx9pdBhA2mZmZyszMLHV8zZo1atq0aeQLimplmc3ob4g269vqAzVftZndO5Cw1NdSvlbCUmshqVE/p532g9/g9Ntvu+rBB99WfkF581A0mEC0nI9rfOV3Vvjq20zuP/9byeOYdwhrlAEFFa66Q0rPWarum7mX+7Uapkr+l/o1kq+S3xx3+GnUr9nSxZ73IUDFMY0a/a5p03wHp99+e6oefLA3wSmAoHz7bSONHt1bY8eWDFAZWwAAAJBonEqWUw5b74/EFRXh6bhx4+wuIWhOp1N5eXnKycnR3r179euvv2rlypVyuXw+dQYQ90I9s9RXv2XdmzMUQanR+bKEpRVMjvu/b6NG32v69MtUufJ+mVn6bTeNmvSW8lPKl+ze17fALLj09eX3Fb4G0iZYR2W88q7n55Ir38Gqux9vhj/m0j3+1zsUdS/3azVMNXLEo12wAglT3ecIUCGlphZo/PhXfQanS5eeplGjriPcAFAmS5c20ujR12ncuLlKTS3U0qWnatQoglMAAAAAiJSoCE/jaZamOzRNSkoiQAUSltVgx+oQbCUwtXJPX/czehgXqrDU+1qjwNQsLA3s8zz99GWaNq2Lz+D0m+8u0+gpbyrfVa7oVoGGor7CTrM/hgvHs04rM1YrenzsVMna3fmP56q7UulgVToWrvoLVkv82Ev3+tg7dDRa4lfyHaa6g1irIar3cr1Gs1KN+vEOUwlQIeXnp2jSpKs1efJLSk8v/X/Ab745TaNH91Z+flS8vQYQ45YuPV2jR/dW164/aMKEaxlbAAAAACCCouI3sCuvvFLz5s2zu4yQSUrytSkegPgWzFK4gfRjNUwMNCg16iucYalkHJj62+/URJJ0xhnfadrULqpU6W/TZl8vv1xjZr6hfEe50iGoWSjqa3WQQANWs75Kb2vmn9UZq2YhqTtYdd87VMGq+9pSfz/ka1aqZC1MdbMSouZ7HbcapHr253kNASqkVasy9MADN+qhh15S+fLH/pv5+utGGjPmOsINACH1zTen65tvGsn3pusAAAAAgFCLiic8I0aM0Lx58+ImdHS5XHHzuQAIhK9wMZjrPfkKMoMJSs3uZ/U+oQpLfV1rwnt4LS+lpORp9OjrfAanX33fQ2MfeV35SeWK8jg3o0AzVKFoWVaXDYUj8j/71GhZ32CDVfcSwJaDVPfHRmGq538vh73ae3Nfb7Qkr7vIdK+2voJUz74IUFHSqlUna/jwGzVp0ssqX75AX311usaO7UVwCiBM+L0SAAAAACItKp7ynHPOOerSpYs++ugjlrsFEKOCDU4DCUyt3MfqrFKz9sHsW+p9LpDA1E+6aBCUGnVXoDSNnfWapj3YWZUqHCjVzZcrrtTYJ19TQbm0Y7MnvT+FUAWjRt/6UO1rar7VojF3SOw9cdOd+ZmFpGYBqb9r3NlnQEGqZB7kG81KdQepVkNUz/DTaDaqZJwge4ekBKg45ocfTtGIETeqe/cVeuihniooiIq31ABiwAkn/Knff68ulyvZ7lIAAACAqFYoh5w+l4QL//2RuKLmSc+IESP00UcfGZ5jFieA6BZocOpvOqKVANTXvqC+7hFoIGsWmFoJSz3PBTC71D3kmwSlkkouH/tP179sOVdDJ3+kqQ90KRGgfvFDT417eq4KUtOOXePZt9H7oFAEo0ZtjZa9DUQl/01K8QxO3QFmsKGqZx9GywC7Z7ZaDVKlIGaluoPUwzJe0tfzE/Hsz2jZXn9BqkSACjMrVpyiFStOsbsMADHkzDO3aerUF/Tpp02VlXU5ASoAAAAARKmoCU8vuOACnX/++fryyy9LzD51B6exNBuVsBdIJFaDUyvrt1qdNRpIIBlon97nIrQcr3dg6tlNOa+2nt16BZdrd7XR0Ic/1LT7uqhi+kF9vvIqjX/uVRVU8AhO3WGplZWPAwlGjWr1rtfK8bLINzjmrskdYLoFE6pK/mereh4zqiWgIFUy/2/H/d/dYR9t3CGndz/es1GNzsujDQEqAKBsmjTZqqlTX1SFCnm6/PIVKixM0qxZlxGgAgAAAEAUiprwVJJGjhyprl27SioZmjZu3FidO3dWRkaGatasqUqVKql8+fJKTU1VSkqKbWGly+VSQUGB8vPzdfDgQf3555/65Zdf9OKLL2r//v221AQgkvwFp2UJTP3172vZW6szUX3VaxR8hjkw9ezKytK6njNGPdqt3dZWQ5/+UD3aPaXpr/1PzvKppcvxLNk76AskGDWq0ahP73r9cfpvYsjovv72KJWOhareoWkgoWp5lZ516j0b1UjQQar7JhVUcinfIx7nPGedur+xZkv6SqWDVM/zBKiJ4KST9mjbtpoqLGRpHgCh07TpVk2ZUhScul1xxfdyuYoCVPY1BQAAAIDoElXhaZcuXdSqVSt9//33crlcSkpK0jPPPKN//etfdpcWkMGDB6tNmzbatWuX3aUACJuyBqdlDU2924UrMPW8poLXa3/XGQgkMPUOAk3CUqNA9eft7fTz/HbGJZstBxzIrFGr4Wiws0tDNSvVHWBK5nuUuttJJWepSoGHqkdkvnyv2XFPQS3tK/leytdqiCoZz0YlQE0UTZtu0ZQpL+mbbxpp0qSrCFABhMRZZ23RlCkvKj299PIQV165XJIIUAEAAAAgykRVeCpJw4cP19VXX62kpCR17do15oJTSWrQoIEeeughZWZm2l0KgLAoS3AaSGjq2beV0NTqRp3e7QINTb0/B4uBqVR6WV6DvUuL2wQQlpYqw19YanRfT2UNR30Fv8EKZjaqr6DUM1T1Xno3mFD1qI7llu780Gz53vIe/1umINX7vz1fS/kGG6ISoCYCz3Dj4otXq7AwSQ89dJUKC1lOE0DwmjXbrIceeskwOHWrWvWwkpML+YMNAAAAwEuBklUQkodqwd8fiSvqwtOePXuqSZMm+vnnn9W8eXO7ywmae/lhAPEk0JmcnoINTb2vTfdxLJC6zAJQo6V5vUNTC8sR+wpMJfNZpg6v4x7nGtZbqa17GyvfWa50GYHMLLUSxHoqS7hqZeXmcHJneO5Zn5JxUGoUqJq1lcyX/i1QyRDVXYOvWafeX0urQWpxiBrIUr7u4v2FqFLp5X8JUOOVUbjRufNPcrmSNGVKTwJUAEFp3nyzJk/2HZwuXtxEEydeTXAKAAAAAFEm6sJTqWj2aZ8+fbR79267SwlanTp1VKFCBR05wsNTID6EIqAMtM9AZ5taCXKtzjL1PGYxNDUKTD278RVeeoemXsebn/KZJv/7Mq3YeInGvPa6CpLSfN/L835G/Rrd01NZwlGjn6xm+6UGK9d/E0nGe5V6BqqStZmnnuGrVHIPU++23kGn1dmo3vdw9+39zNmzVp+zUI2W8rUaorr7I0CNd77CjS5dfpTLlaSpU68kQAUQkObNf9PkyS/7DE4/+aQpS4QDAAAAQJSKyvC0d+/eGjVqlD777DO7SymTGjVqaMeOHXaXAaDMQh2cWlle1yiwDDY09bXMbhlDU6uBqWd3FgNT921bnLxYk/pcrvJpR9S+8bsa3fs6jZ3/mgoK0/zfy6hfo3vKoI1bWQJS7y+95/2OKnhW90Q1WnbXaqAq+Q5Jvdu62+Tr2IzUQGajejILWN2fS678hKiewaXRUr6eoahkHqISoMazs8/+TZMm+Q43UlKcMth0FwBMnX32b5o8+SWVL++9YfgxixadpcmTexKcAgAAAECUisrwNDk5WcOGDdNtt92mb7/9Vm3atLG7pKCUKxfqqUYAIi+UwWkgoal3e6PjKSZtjWow26fVe2lez2tN6vUXmErmy/JKlkNTpUgtT/5EE6/vofKpxwKo8894R6NSemvs/NfkTPX4PH3dy9f9PO/pKRQBqa++KhkcC4T5M9nStRgt0eu55G6wgapnn76W5g10NqrRsr5GIav3ccOZqFaX8vU8LpUOQAlQ40mLFps0adLLPsONjz8+Sw89RLgBwDrGFgAAAACID1EZnkpS//79NW7cOM2dOzdmw9Np06bp77//trsMAEELd3AaiiV6QxWa+ttDVcdC02CWyQ0gMHWfb3nSIk26uofKpZZOzC44dZ5GXdlb4xbNldOV6n85XrP7eX8O3p+H9+fjyTvwM/qJ6q+NlQC0LNxfOndQW6CSgaqvPUw9Z4q6+QtUvYNUeRwLZDaqGbMZqUEt5es9C1UyXsqXADXetGxZFG6UK2f+f8CPPmrGfqcAAtKy5UZNmvQKYwsAAAAAxIGoDU9TUlL06aef6uSTT7a7lKD17NnT7hIABC1UwWkoZpuaJX1mIauva0Icmga6r6iF0FSSzjnlY03seYXKpZivbXuksLJc5ZMlz+ePvmow+pKYLfXrFkxAatTObHJJWSad+AoZ3TxDUzfPQNV93Ht5XqPlfiXfgarR1yGQ2aiemaVnf1aW9Q3pUr5SyYCUADWeEG4ACIdzztmoiRN9jy0ffticPZQBAACAABTKIaeNEVZhmR7cIdZFbXgqSaeccordJQBISOEMTkMx29TzuK/wM8Shqa9leT3bmQWmnudMQlOlSK1O+kgTr7xCaSm5MvPBxv6a9u2zKizn8SbG13K8VpcUdgtmFqn3vT3vb3RNuGedSseyOnddTpkHqmazUyXz5X4l/3uZlnU2quQ7mDVSpqV83efdCFDjRatWGzRhwqs+w40PPmiuadMINwBYx9gCAAAAAPEnqsNTAIg8X2mXWRsrwalZaOrdNpjZpv6W5vU85mc/U8k8NA3TLFPP/ls3+FATul/pMzhd+NvNmr7ifypMcYQmMPVsF+wsUn//2ZgtNxsM88m4pfnay9ShY+FjJZUOc4/K9+xUqXSgamUZ3lDMRvVk9rX1DGQljxDV6lK+ku8AlAA1lrRuvUETJryitDTzKdsLF56t6dOvINwAYBljCwAAAADEJ8JTACgW6eA01LNNbQhNA9lf1EdoKknnnrJQ4ztf5TM4fX/LvzT9p//JVS458OV4jWbQGh1zC0VIGo6fspX8NylmtFyvWaDqOTvVfR9fs1Ml4yV13TxzyGBmo3rOfnWHsv5CVF9L/JZ5KV8C1FjVuvV6TZjwqs9w4/33W2j69B5yuQg3AFhjZWxZsKCFZsxgbAEAAACAWEN4CgCWluk1aucvOPXuI9jg1F9bX8vzel5ThuA0jKGpUqU2Dd7XuC5XKc2RZ1ri/C23KGv1U3I5ko37N6rX6L5Gs079LbfrfR/vfozOe9bjZvSfjHRs5mU4edZ7VOYTms0yPe/rjY57hp/eOaF7pqt3gOowOOb+uhV4nEsx6Ete/Xgfk0cdUtF/5yUCVE+eDY1474Hqi1EbAlM7tGmzTuPGzfUZbsyf31JZWZcTbgCwjLEFAAAAAOIb4SmABBeJ4DQUs03N2luZberdj4ckj4+tBKeeIaO/5Xk9+/LRd9sGCzS2y9W+g9Ottypr9ZNypXs8gLS6nLBZDUb1el/jZmU5X39Bqa+le82CyXDw3NPUfb8Uj3Oeky49Z6N6tilvcK37WCABqqdAA1TPawADbduu09ixhBsAQuvcc9cTnAIAAAAR4JRDTsOl4SJ3fyQuwlMACSzegtMyzjb17MJXcOprv9MAZptKUtuG8zWu49VKdZhPvXxvy22aufG/RcFpoLNMjY6Z1erd3lNZg9JAftp6Lsvrb4JjWZkFoZ4hquR/Nqr72kACVKn0rFGjfVDd13sHpWYzTT3buWvwPo6417btrxo3bq5SUwtN27z33jmaOfMywg0AAdm7t7KOHElTWprxrX449AABAABJREFUD8d33z1Hs2YxtgAAAABALCM8BZCgrASnRm28U7Jw729q1t4sOLUw21QKfH9Tz+A0kNDUqO9/+m136nsa2+Ean8HpO9v/o4c3Pi5XiscDyLIuzeurVs/j3vfzFGhYWr6MKejRIH9ce+9basZoNqrnOX+zUb2DSe/9S41WsTVavtd7VqrR9WF55+KZviLWtWv3q8aO9R2cvvNOKz38cHfCDQAB27TpeA0a1F8zZsxW1aolA1TGFgAAAACID4SnABJMsLNNpdgJTn2EplLZ9jct4xK97vPtG7yj0Rf28h2c/n6HZm16XEpJCn5pXqNafbUNR1CaYr6sn2WV/umjIIjlQtzBq69lgz0FOxvVHXoaLb/rnv1pZf9T79mkRrNHzZbutbLvKeKae6lef8HprFmXqeS65QBg3caNx2vQoH6aMWNOcYA6b15rPfxwdzG2AAAAAEDsIzwFkEASPDgNdH9TqSiMMtvz1OoSvV79tm8wT2M69FJKsnma9faOu/TIxkelckklrze6j9Gxstbp3a+nAMPSZEcIUztHgQqdAf7oLg5CvUJUd2hpJpjZqGYBquR//1OjpXeN9j/1ZGXp3qCQtsaq7dtr6O+/K6hWrUOG599+u7UeeYRwA0DZbdxYV4MH99OMGbO1aFEzPfpoNzG2AAAAAEB8IDwFkCBiNTg1aluG4NTq/qaSeXAaxBK97jbnn/S2Rl9wnc/g9K0d9+jR7Q8XBadWZpl6HivLjFjvPj3bFp83qNtPWFouPa/0NWWSp9wjaZZbF8+/MwtRPXkGlZ6szEb1ngnqGYBK/vc/dfO3/6m/2afePGeuSkX/X3B5NvDsCLFu+/ZaGjgwUzNnZqtmzZIB6ltvnUu4ASCkNmyoq9tu+492764qxhYAAAAAiB9RFZ6OGzcuoPZdu3bVueeeG6ZqAMQPO4NTX3uQ2hScGi1TW9bg1F8QK6ntifP9Bqdv7vg/PbZ9lpSaVOr6sIWmRv25BTir1DsodXi1L1e+KMXLPWqUUFpXofIROS0u4Zv7Ty5oGqJ6zzAt1YGMZ/lKJQNLozDT3/6l8mpvZf9Tb94BrNlsVM/7hASha7Tatq2WBgzor5kzZxcHqG++2UaPPdZVhBsAQm337mp2lwAAAADEpUIly6kgtrAK4f2RuKIqPB0zZoySknw/1HK5XEpOTtZJJ52kpk2bEp4C8CPY4NRoPdNQBaeBLNPr2T7A4NTKMr2e3VgJTq3sF2qyZ+pvh5pq75ETdHzFLYblvrHzXj2+fWZRcGplaV6PvkuFukbtzeor/pzKPqvULCwtPp9cdL5ChcNyFpb9zZ+VENZdo98QtcQxGf9fwDNI9Z6N6ma0hK9Ucv/SFAW//6ln3975pXdYioS1bVttDRzYXzNnZmvx4qZ6/HGCUwCBcIkxAwAAAAASV1SFp24ul6vUsapVq6pv37664oor1LZtW1WqVMmGygDEFivBqZXZpkbtYiQ4tbKkrrudw+u41eDU10xOjyB2d2GG7vv6M81q30HHV9haotzXdw7QE1tnHAtOfc0ydffrrsvzXCDLEnuHpine68eGLix1S5PH9clSnqwvv2vE+35G3AGrpRDV6Ovo5hleGs1GNQozfQWokv8AVSbHjHjPKvV+zTamCWfr1tq69db/aN++SiIEAWBVhw5r1LXrDxo9urfy8nxtDg4AAAAAiFdRGZ56zj51uVy6/vrr9eijj6pmzZo2VgUgtvgKO83aSAkXnHrNDlWqwTF3cBro7FWD47vzMjRg5Wea2bKjji9fFKDO3TlIT+6cZh6cei/N665JBm2tfK4moamVvUoDCUtLBKWSHAbJXboK5CzDj+K8ZP/hq/dSwX5DVMn6kr7SsSDVKED1/pS9Z5AGs/+pZ72HvNp5X+dmtuSvoQqSDlttjCi3b19lu0sAEEM6dlytkSPflMPh0oQJr2jkyBsIUAEAAAAgAUVleCoVhaZJSUkaPXq0Ro8ebXc5AGJKgganvpbplQIPTj0DSquzTU1CU88gdtfRkzXwx081s3lHffpnbz21a6pUPsn8XhEKTUM6q1Slw9JyKh3GFslTbpAzUK1clZecJmehQ+XK5yr3aDk5UpxyFjjMQ9QCx7GvkVGI6hliegahknGA6r3/qecM0mD3P3XzXP7XzXuGqtGM1SQVrciImJSUVCiXi31HAIRWp04/acSIt+RwFP2AaN16k8aPf1UjR16v/HwCVAAAAABIJFEZnrqD0969exOcAlEoOztb2dnZpY7n5OREvpgSgt3fVIrr4NTqDFErwanZkr/efRkd91j6d6frFN22eoUOJNU0D069l+b1/JwCCYcthqbhDksdpaZVmre1yspkyjQdm6HqPQs14BBV8r+kr9UA1f0JBLP/qVQ6dHWodMBqFLgaHUPMuOiin9Sjx3INH36jjhzxv+cvAFhx0UU/afjwY8Gp27nnbtT48XP14IO9CVABAACACHPKIWeJWRWRvz8SV1SGp5JUvnx5PfLII3aXAcDA5s2btWTJErvL8EJw6nMWpmcXoQpOAwlNvWtKlQ6oVullej1nm0Y4NA13WFrOT9SZq8CDICuha66OzVANSYjq/rp6L+nrOZvUSoBa9AkEt/+pr/u4GS0D7HffUzZGjWYXX/yjHnjgbTkcLj300Eu6//4+OnqUABVA2XiOLUbatNmgiy5arQ8/bBHhygAAAAAAdonK8DQpKUm9evVSrVq17C4FgIGMjAx16NCh1PGcnBwtX77chooITi0tX+vZLkzBaXJ6gQpdKcbBqVEf3sGpwSzVEvcLY2ga7rDU18xTo/ZWWAlcyymvuGerIWrukbTir1ehZ2fFS/f6CFE9Pw3vZXU9A1QpuP1P/fHs25PffU+N1vdFtLjkklUaNmxecbjRrNlWPfTQSxo2jAAVQPC8xxYjL710vj788OzIFQUAAAAAsF1UhqeS1LVrV7tLAGAiMzNTmZmZpY6vWbNGTZs2jXA1BKcBBYtSUQhlFIJaCU7NZptK6nLqHPU8+THdv+wDHcyvUTIANerD1zK9EZxp6g5Nwx2W+gtPg2FlNqtDzuLarYaox2aheoSozpTir6lhiOq9nK/nLNFAAlSjPjyX7zW7j/se3l9mszC1BKOpq4gWnTuv0rBhbyvZa5vT5s236qGHXv4nQA1u32AAiatLl5W6//55pcYWTy+8cIGee+4ildwfAQAAAAAQ76IuPHXvd9qsWTO7SwEQ9YINTq2Ept59mYWeRseiNDj1tbxuWYLT8tKlDWZr6Nk3KznJpWltu2jwyo91SNWP1WMUdHoHp2Y1+Pu8vENTqURwajU0DWdYmmZhVmlegMv2OuWwPJvVPUPVKETNU5ocyU45Cx1lD1HNgk3PL63ncrvewaaV/U8DYXW2KqLWpZeu1NCh5uFG8+Zb1KnTai1c2DKyhQGIaf7GFkmaM+dCPf98JxGcAgAAAJCKJhRVrFjR8LjRRCPEtqgLT90aNGhgdwkAolo0BKdG4WYEglM37/DQ6v6m7uNGS+taCU69lgHu2uB5DTn730pOKlry7vQq32taiy4a/OPHykmp5nuZXnefvoJTf6Gp5HO2qdXQNNQzSz0D0xRLCV5gy/YGErb6ClG9Z6G6Q9Tco+WOfe2shKhHU4597MnXzFDvwNXK/qdm9zj0z8ees1PNwlZ3f+arNCIKXHrpDxo69B2f4cbs2R20cCH7EAKwzurYkp3dUQSnAAAAANzMtqvr2LFjZAtBRERteGqU4Meibdu2qV69enI4HP4bA7AowYPTJNkfnP5zrNtJz2lws1uKg1O3Myov17TmXTRk40fKSa1WslZ/wam/0LREX9aX6PUXmoYyLC0q0XPmaclg1pj1ZUcL5AhqNqtRiGplKV9LIao7QHXPMvXea9czQPU8JoP2/vY/NeK9v6oRs+WBy4S9UsOhW7cVGjz4XZ/hRnZ2B82e3SlyRQGIeVbGluef76g5czpGrCYAAAAAxpxKVoHsy1WcKvmLQ6tWrQxzq4yMjAhVhEiK2vA02ddvtDGkYcOGWrlypc4880y7SwHiRCwFp973DFFw6t2Fd8goRSQ47Z7xjIY0u9W4TkmNKy1Th9pv6v39/7a+v6nn5xSi0FQqOdvUV2halqV4vWeXegam3ksCG7EaneYpzeJMVsk9ldNXiBrIfqg+Q1TpWIDqGYy6b+0rQPWeWSr53v/UKu//hsg4Y0L37is0ZMi7PtsQbgCxzPM9TuT2m2ZsAQAAAFAW2dnZatKkid1lIEKiNjyNFy4XawICoWG2fK1dwanZdWZ1hjA49TU7031e8h+cpni1txqcOqTLGvxPg5vdZlznP57dM17vHwowODW6vxSS0LToUykoFZp6BqahnF3qbw9VT7lKsxSwFt0nEO7WpUNUpxwqp1xL+6FK1kLUUgGqVHI/UysBalExRcyW73Vf58m7b++ZrYgJl132vQYPfs9nm+ee66QXXugQoYoAhJf7PU94Q1TGFgAAAABAIAhPwyg3N1dOp9XZQQDMRWNw6jlt02pbz/ZlCE7dfC1r6xmceoepZQxOL2/wtAY1u924zn88s2eCXto/4th1VvY3Nbq/SWgqlW1fU4ecxaGpZ0AaSFjq2b/nPdz87aHqq62ZQEJWp1I86jsWouapnOFsW5/7of4Torr3Q5WOhajOAofKpecp98g/rT2X8DXaz9RfgCqVDFwDXb4XMevyy5dr0KD5Pts8+2wnvfgi4QYQu3z9kVl4AlQrY8szz1ykl166MCz3BwAAAADEHsLTMNq6davdJQBxwOoyvUZt7Q5Ove8VouDUqNwIBac9TnxSA8+6w7jOf/xv9yS9/PcDpesNJDi1GJpKxrNN/e1rWk65xR8HuxSvZ/9u5UqEqb73UHXL9QozzRTNFA08ZHWHqMeW+/W/lK/7czFbytc7RJX0T4D6zx6oUtH3zjtAlY4tx+u9R6l3gCodC1w9A1TP82azT2WxbeRWi4QfPXos08CBC3y2IdwAYp1ZcOp9PnSDs5Wx5X//u1gvv3xByO4JAAAAAIh9hKdh9PHHHyspKcl/QwAmgt3fVAp/cGrWr9mGjCEOTo32BPXcPz0MwekVJ/5XA86607jOfzy1+yG9+vf9ZdvfNAJL9HoGp+GaXepv/1SzdmZyvcJOM94hq3cA6mspX896rOyH6g5R3bNQiwNUSSr45xvvGZS7eS+p6/A6bha4WmV1AlOSJFbXt92VV36n++5732ebp5++WK+8QrgBxC5/walR27KFqIwtAAAAQGwrVIqcNkZYhcRnCY3vfpjk5uZq1qxZdpcBxLBoD05TgmgbwuBUXueM9jf1PF7G4LTnSY/r3qZ3G9f5j6f+mKJX/x4auuC0DKFpUdfmS/S6/zdNuWWaXerZV9E588DUu1+3PAu7mLr3J/XHaBarWQBqJUQNZD9UwwDVvXyv+2NPRsv3eu6L6t3eyuzTQEPWUjfI99sKodWz53e6917f4cZTT12iV189P0IVAQi9QIJTo+sCD1EZWwAAAAAAZUF4Ggb79u3Tv//9b23YsIGZp0BQCE79Bqeetwt7cPqY7m16j3Gd//jvH9P02l+DS+9vanR/X8Gpx2zTUISmRa+PBaeeoWnRl6FkH579uPnbu9Qz1Cy9Z6p5v5L3vqTmyhKw+gpAS350LER1ylEidLayH6o7QJVkHKAWyH+A6j051yxANeMZvrrbevfhU6rKmMAiAFdd9a3+7/8W+mzz5JOdNXdu+whVBCD0gg1OvfuwHqCmpubrqqu+9dnmv//trNdeY2wBAAAAABiLuvDUHTbOmTPH5kqscTqdys3N1YEDB7R9+3atXr1aS5cuVW6utWUYAXgLZI/TYIUiODUTSHDqh7/g1CgUCiY4ldc1Hm2vznhE9zS512eZT+yZodf3Dyx7cOoW4uDUaLapVBScWg1N/e1f6muGqWe/KXKqwOMLbRSounkuS2Jl1qrRssDuQNU9I9W9pK97T1Tv/VAL5FCackvMQjXvo+R+qtKxGajOAkfJQtz7n5p9umb7n4Y6x3T/f4Af0ba7+uqluueeD3y2eeKJLnr99fMiVBGA0AtFcOrZl7UANT8/9f/Zu+84uar6/+Pv3ZmtSSB0CMUgvRepooIdERUEFJWy/r6igqikAQJCQFApSVCxfr9+DahfQWkqCihdQZCgRKo0Q28BQpLtM7u/P2bPzJkz59y502d3X8/HYx/Zuffcc89s4iXOO5/P0ezZx2rhwku12WavFZzn2QIAAAAAKKbpwlNJGh0d1Wc/+9lGL6Nso6NsoAbUXiVVp9UWMwwtUKTqNA636rTY9L6nvh3CWvMctsV3dOIOJ0Xe/vuvLNSVK2blz2EHp757+NoOS3mteqXqVZzax9yKU/t6ew73utz58kNT3/cpOSFj4PrQ/g72PeNUp5bDBKbjXlqZQDbYmbc/6qTF/L6YD/Hta4adMe78vu8nn8MO+5tOPPHGyDHf//4HdeWV+9ZpRQCqqx5/94r22mtraPbsY7Vo0WJtuunr2eM8WwAAAAAAcTRleCqN7wDSVM+O5/cATFyVPPbsa4t9MOhWnVZJKVWnvnO+udxrOqXD37pIX9phduRSLnnpYl218quFFbJS7seTV1EauLfdrleZPU7r1arXvd6oRWhqxtohZ62D1FylaHT1abkqvT4rJX/b3mrMFxWYBv8zbSYwF/Zbx+3X9nk3OA1dP7mD07a2lA488P7IMZdc8kFddRXhBjC+1DowLf3ZmQlQe7Ro0WJtssnrPFsAAACAcSat1ob+g/60Wht2bzRe04an7BUKTEb1rlQIVYyGWvYWEzW2Si17faKqTn1P+VDl59g8R7x1oU7YcU7k8r730nd09cqvFJ6w/z7jtgv23dtp15s3VRWCUyNqj9NatOe17+WODVWL1iJIjVuN6rbu9TEBbFkGSvjrRkq5lr0m+ByUPxBNe8YMFJk/clxKUt/Y93GCUzdEJTgtZng4qTlzjtHChZdqiy1eKTj/ve8dqKuv3qcBKwNQnnr83a38Z+fy5Wto1qxjtcceT+mGG3ar4poAAAAAABNZ00bno6Oj4/oLQDOoVvAZpQEte30VpnGqTkOVn9Y1n9jhoqLB6Xde/J6ufv0r4bl97XrdfVbddr1j7KpTqfLg1A473eA0oVTe9fbYDg0WtP1NWNe7e6W61abJiLE2c94NYs0cbuWqy9w7au9U316oxbRPpE1B3ZDVy23Z2+/86oaiBKeVWLlyiubMOVZPPbV+3vHvfOdDBKfAuNGlZmjPG8fy5WsSnAIAAAAAStK04SkAZPgq1uLudxpnrnLUuWWvHTq6qlV1KinZOqT9N7oycinfefESXfvGif52vL6qU/d7t11v9vvCqtNqBad2EBgKTo1qhab2vdyxocDTF6La85YTpOZX2Ob/fNxWxZUyv09B4Xy3NMWqTt0K1dAc3n/n1KfCClMzoS8UHY4xhuDU5803p2jOnGP0n/+sJ0n6zncO0rXX7t3gVQEort6hKc9PAAAAAED90ba3Bqg8BSaiYo/LKrTsNY89XzWny1dhGrUFQCjAtI6lRtp18t036sJ9P6Dt1vp7wZCLn/m+frv6BH87XnNvX9WpFA5tPVWnCStIrVZwmlS6YA7f9e5x+965c+H2vO74qIpQ+7zdfjfU1te9V5zWvnH2I43at9TskVrsWGzFWuoWU8meqHbImscEnm7laNT+pvbrVMQYgtMoK1ZM1ezZx+ptb3tKN9+8c6OXAyCoURWm4efnQQfdp7vu2kYrVkyt43oAAAAAAJNF01aeNrrtbiXtesdz8As0TrU/mCs2XzX2O61yy944OmMeK7bfqOG0/u1Nral5f79Rj67cI2/Ywmd+mAlO3Xv62vWWUXXamshPtDo6B6sanObebm4OX3Dqtu8ttdI0FJx2aKjgyxZqvRtq62vfv1hFanvgvfrG1UWwdW6EcjJIt0I19o2kwra9vuA0pXBw6p5DyIoVUwlOgabVnK15P/3pv2jevN9r4cJLNX366kYvBwAAAAAwATVl5WlLS4vOPPPMRi8jllQqpcHBQa1cuVIvvPCCli5dqmeffZYAFRhXqrk3qtuyt8LHbNyWvb7KT3dJNjtUdebpTU3XvPv/pIt2e7+2mXafFjz1Y1234vOZa+K2641bdWpVmZqqU9OuVyoMTl1xg9NMgJgfvvqud+/ru3dUpalvfKg9rjk+aFWX2te61aDmPm41qrsmuyI1VFVqqkc7NJR3fzOXW9VaUbWpT6jNrn3MbslrlNKy18eMy2sQYYLQPuu1VDw4DY1xzwHAeNMMgan/GfqZz9yhz33uFknS5pu/qgULLtPs2cfqzTen1HNxAAAAAOpgZKzMoZH3x+TVdOHp6OioWlpadNZZZzV6KWW75557dPTRR+uJJ55o9FKASaLW+51W0rLXqFHL3rhVp75lhObpklan1tLcB/6s3de7WXesOjx/Dt+8xUJbt+rUadfrSrSmvZWQvn1Ks9dEBKe+633BaS1DU3fN5i9/vhDVni8UokqlBqnhANQXsrZrUEPecuVC7RryrqUp+ELYLPfDebvdrpQfig475whOQw455B7deee2evXVNRu9FACxNENYavM/Q4866nb913/dmnfsrW99RQsWXKo5cwhQAQAAAADV07Rte8ezvffeW7fddpumT5/e6KUA45wvQazGB3xxwtYmatlrbuULLeNOHar+DIWpyUyAesfrh+euSaow3C216tRp15sd5qk6zS0rXrteKRycJpTyBq8Ja5w9ttT2vL4WvfY9QmGvfbzUlr72WqJa7iaUcgLk8lv32teGKmprJu5+p3ZVqntNQdWplKs69YWi/SI4Lc0xx9ymr371ei1atFjrrvtmo5cDQFKu/W7oq/kdc8xtBcGpscUWr+iiiy5TIlHJxtgAAAAAAOQQntbIjBkzNGvWrEYvAxgn6r3faWhsuYGoUaWWveayqKK/UOhp+CpYY1adZnUo+kfiaxVs39duOey26x3Tmkipo8sJC62q01L3Oc3c2r9Xqnt9wlOZWsvQtF2D2a+89+sJV6NC1GJBqi1qP9TczyI6BPUFv3VnZ5XFWvb6mHEFkw57XpuJ3IA0KlwlOJWkY4+9VZ/97G2SpI03fkOLFl2qdddd2dhFAZPG+A5Hcwqfo/azxWdkRLr66r2VTtNSCwAAAABQHYSnNfSxj32s0UsAJoFat+y1+T6ArEHLXh9zrljo6Xur2RB2VEfstlAzpj1RuCxfBal9H99ep6H7RrXrzX6fH8j5qk5LDU7tUNIXvrrXu+PM2FqFprZKQlTfGvLn9lejtls/g2KiQte6scNRKROQlsIOWSOFqk7tX0PBqe/cZDSqnp5b1dNze97RTTZ5XQsXLiZABapmogSkIe5z1P9ssY2MSBde+DFdf/3utV0aAAAAAGBSITytoS222EKjowX9AQGMK740sgEte0PHooos8kLMUX32bWfphD3naNEH3q0ZU5/MHI+qOnXZIWpUtat7fZGq04QVpJqq03KDUzv0c+dwr/dVptYyNDWhbLJIsFqtENUdlz9fYcvjOPPUnKkgLTUoNUKBqZkz7z/JpsrUfi3Frzj1nZuMRvXZz96qY4/1hxubbvq6LrroMiWTTfDnCxiXJlpAGlf0s0XKBKcXXPAx3XDDbnVcFwAAAIB6SanV6sPWiC/is8mM3/0amjJlihIJ2kcB0UIfBpa732k19iot5wPKOrTsLfY4Ce45OqrP7nGmjnnbNyRJ6095Tgvf925tNOWpwnndqlFfNazbrreMqtPWhBPmdQ4q0VoYGGZuV1pwGgpfowJDX7Vp/luuPDS1xQ1RXcVCVDcAbddQwb2LVZ/a791eU03b96blaavrnDe/ltKy14wrYA+2L3bDUPv1sAhOXaP6f//vFh1zzB3BESMj0i9/+U6lUtXqAABMJvUKTJPOVyPYz9J4z5bzzz9EN95IcAoAAAAAqD7CUwATXNSHgKXsd9oELXtDx3zLyL7tUf3X3mfomN3PzTu9wZRntfCAd2vD7v8UzuEGt8mI9QUDW8/xzlReu1636lTKDz6l8oLT3DLyw9f864byglP7/sWqTW1uoOgGoG5w6c7vC1Hd+UsJUX1rto+3e6pwzXylqFqQGrVPqeEWghZj74tqK2gEkVKmZa+5yOxfalecuscITnNG9bnP3ayjj/5LcEQ63aJvfetQ/fnPu9RxXcBEUavg1A1KfX9PqneImh+c/td/3RLr2fKnP+1a85UBAAAAACanpg1Ph4fjfkra3G6++WZtvvnmjV4GMEGV2z43rrgfHMYZV8KHoCZ8LKVlry/E1Kg+t89pOmqPb3pvs+GUZ3TRvu9TW+tA/hzmPm5gmlRh1al73rfOpAra9dpCVaflBqeh8DXhCVjta2vRojd3fsip6CwMUUNz+e4XWlf+Nf52xIXj/K17k57QuWritOa19zu1+f560C9/YGpXp+YNHnZem0XZ593UluA0JxOcfuYzfw2OSKdb9O1vH6qbbiI4BUpXzeC0kqrSelehZp4tRx0VHZzybAEAAAAA1FrT9lBbtWqV1l577UYvo2Lvete7Gr0EoInVe/+uarTsjZqjO+JcDFFPZDsoLVZ1Kkka1XH7f02fftv5wSnTo63638fO1fCINWGcqlO3XW9U1anTrjc7LKLq1LdHaUgoOPWFr+44X7Vq4d6glVea5l+fUtr6obRrSENqz7s2NfabbeYesn6o5v5pp4ezWefg2FzuGoas4+a1O0e53PcUKdhG1+Lbs3TA+dVt2RtnjgJ98u9nKus4wWmhUX3+8zfpU5+6MzginW7RN7/5cd1yy051XBeA2vxfu6Si+6pXyjxP4z1bvvWtQ3XzzTvXcD0AAAAAADRx5emrr77a6CUAaCrl7Hca90PEarfsNfetoGVvW8S5EDM2OaovvPOUosHpeff9Ure88KnCt+JbduhH2Wmdtytm3Xa9Y1oTKXV0WeHoWNVpYcjo36fTrTrNfF8YnGbnj9jn1L22lpWm9vzuveK08i23EtUNgwvDYX/rXvf3I3RNbHEqTc04V9r5NcQEpu64ATkte4dVWGVqvpf1muC00Ki+8IU/Fw03zjuP4BQoX9x/WBan/W611Gr+XHAa99lCcAoAAAAAqIemqzxtacmkCY8//ri22WabBq8GQGPU49FUrarXGrXs9SnWsleSNKovvmuePrnHguA06ZGEzvvHL3Xry58MzKHCqlFzT7fq1P3ebdeb/T6d1643kUyro9MNBP1Vp8Xa9ZprM9eUvs9pNfc0Nfdx35ePOW6qNs11UZWoQ84fkLiVqJm527NzmWvNdfnfu9WxhfctyUCM/42EwlXffqdudmta9tpMhWvBj94OPu0w1A1G3V8JTqVRffGLf9InP/m34IhMuHGYbr11xzquC5hIQn9fqPffi0LPulpUofJsAQAAAOA3MlZi0Mj7Y/Jq2srTW2+9tdFLAFBTlYaXjdjvtAYte+3KzdC5OC17OyVpVMe/Z27R4PQb9/1Kt77wycI5OlT4Fn0hapx2vdnvnUrHLidYDFSdlrrPaWYJ+cFpnH1O7dC1lEpTe57cmHj7pvqqQ4tVokatw7fe/HOF1aftnpDax32PVd/7VPJXlBbb7zTUste37+mo81opZVr22hPaFahuUEpwKo3qhBNuLBpufOMbhxNuAGWrd3Da5XzFWYtZT7XWFO/Zcu65BKcAAAAAgPpqyvB0dHRUixcv1ooVKxq9FADjRrGWveXud1rjlr0+vkuLLn9UJ7xntj6xx8LgiPRIQufcfbluf/GIiMpV+VsFh7bHrFHVaeZYvODUvrbYPqfusczY0qtN47boNfO79/DfNz8JLLWVr1m7vX73HsXCUN86oxQdnyqyr6ovjyy236mPb4/TgmpWNyD1haNuy16CUxNuHHHE3cER6XSLzjnncN1++w51XBcwkdQrOA2FpVFjQypdW5++9KUbYj1bbruN4BQAAAAAUF9NGZ5K0ooVK3Tcccc1ehkAmkK1Wuz6VFLBWoeWvb7sqSD4HNWX3jNLR+xxcXDq1EhS5/ztCt3x3OH+pblVp0kVhqhdKr3qNGkFeV1DSlivi1WdmtdSdHDqjo3a5zSptPdaM76SfU19c/qqWd1ws9Qq1HIrUd21Fttnttj5ivkqS92A1Lffacr6Naplb1Cf9b3bFzgUqk5Wo0XDjVSqVeecc4TuuIPgFChPrYPTUgLT0PUh5Vehfuxj9+rww+8JnufZAgAAAABopKYMT1taWjQ6Oqqrr75aPT09GhoqrRIGQLOrZRhajfs3Ucve0LHsWxjVlz/8VR2+x3eCt0mNJHX2X36tO54/LDNHKVWnSRUGuL51FwSvuWTMrjqVFLvqNG5wGrVParF9Tjs0VHJoaq/Bni+q2tQNHqsRouavJzIt9LbutbmtewurYP0BbZSRdMQH6r4qUjdM9WWWZhnu9cMqbNk7IKdl77D8VaZugDqswj1PJ6NRffnL1xcNN84++wjdccf2dVwXMJHU4u9DUe14K50zpPQA9cYbd9XSpW/xnuPZAgAAAABotKYMT0dHR7MB6s9//nPttdde7IEKTBpxPoBzg8xiHw6W27K31HExPzyspGVvXpA5qq8c+GV9/G3fC06XGklq/l9+o7++fGj+Cbfq1OZ7G6G37VadOu16s8PKqDr1CQWn+VWm0fuc5pbuVmLGC01LadHrhqTVCFFD6/NVoWZ+pkN515fautcdX7E4Faf2GLeTrs23x6l3v1QTgvYpP0B1q0vtqtPJHZx+5St/1Mc//vfgiFSqVfPnH6G//nW7Oq4LmEiqGUZWKyxtU/TfmapXhTow0K5TT/20li7dLO84zxYAAAAARlqtVh+3Rnw1ZXyGOmnK3/2Wlpa8Xx944AG9733v0w477KAzzzxTN9xwg5566imlUr5PYAGgmq3uyrmH+eAxxoeYZppiLXsLKlFH9dWPnKhD9/p+cOrhdJvm/+VK3fncIf453MrRvJa7KnyLdivfpLXmgmvzq047uqzAsnNQidb8CtBSqk7NNVJhcBp3n1PfHqm+fU1txUJTez32+/C99rXULRZgVqeVb2H1aamte3Priw65g3yXuf8pt8eE9jv1ZZvuvqejznlvIuvug2qOTW4f+ch9OvTQe4Pnh4dbNX/+J3TnnYQbQHkqDU6rWV3apsLQtFiAWp3gd2CgQ6ee+hn961+ZAJVnCwAAAACgWTRdeDo6Ohr8euSRR3TuuefqoIMO0lZbbaUf/OAHjV4ugJKV+iFfvfc7rXPL3lLPSWrpHtFJB39Jh+wZfgYOp9s0//YrdedzH4uoXFXxqlPfnqtR7Xqz3zvhYDI6lPNVnYba9WaW7Q9OQ/ucusfssdXY17RYtamvxW2xcdVs5VusmtT383ffpz22anz7lYbOSZl8M9SyNzjGDUjdPU3tG7utfCenG27YRXffvaX33PBwq84665O6885t67wqYDKICh6r2YrXF5j6xkSpJEDNPWNNgPqPf2zOswUAAAAA0DSqVZ5VFf/85z9LGr/xxhvXaCUA0JxaWkZ00sEn6KN7/jg4ZijdrrNuu0p3P3+wP/wsVZmf07p7nbpC4VylfNWSoQpKZKQ9f1DSgb8i+Ma6BvvbCw+6bXftfNINPO1tSE0wOuicd1v2Dstf2Zq9QZ81sN/5PhSqTk7Dw20688xP6txzL9deez2ZPT40lNBZZ31Cd9+9TQNXB0xW/Wr8nvG10d/foTlzjlH0vgYAAAAAANRPU4Wnu+yyS6OXAKDmSv3wr94fFqZU+GgcVrgCo09lV5+W4UN7/m/x4PRPV+vuVz9ctzXF1dFZvNVrsarGWgWujRIniMwfn/9nc0iekDJ7LldWPKj2vGtTnvsOenpHD6k9ODatRHbeIbUrPZLQ4ECH0qmx8amENJDMD0bN9ynntZQLP1PKD0ZNO14zdpV13oSrq6xrB2S17O0f+zJ7nZrXKUkrlatKtX+FlAlQzzjjSJ133uXac88nx4LTT+ruu7du9NKACSD0dxvf30Hc62zl/v3I/dcs7t9xfJtMR63DFvXf6ajrCE4BAAAAAM2j6dr2AkD9FPtwsPncuORY3f7QYd5zQ+l2nXn9Nbr72SLB6TgsXIlTOVppO1m3lW253EC0lIDUHTsYEY66fCGnO58dtprQ0x3vu+fQWFga9V5McDrY366RtPXhvwk5fZWjmYXnh6tu1al9rR2sxgpOh5UfnK5UfohqUln4mAD1rru21plnEpwC1RUKEkt5JvU7X+Uadr6K3S8kt/aWlhGtt94K51oAAAAAiG8ku8lVY75GqtLSD+MV4SmABii3YiHufBM3DEmPtOkbv/mV7njo43nHh1Id+vofr9U9Tx/UoJWN6azuz75agabN3f+zUqUEnNVUStWpzQ1ZQy17Q/OHqk6NkXQyv+o0d+PiVaeZm2eO29WnZmy/SgxO7bB02Pnefe2274UkDQ216fTTP6V77iE4BaqvGgGqO181wtTQ3CEpucHpvHlX6Uc/+p7e8pana7AWAAAAAABqi/AUwDhUasVoE1aYDhQfEpIeadM5v7lcdzxyqKRMcHrG767V35/5UHXW1lmdaeLwBZmVVpDaahG+VkulLXttdiBqglN7fvda97UJRH3zFqs6tdv15u11agJNt3K0WNWpuUbWtaZdb69KCE5Tyg9HVykcqiIa7TSB+qvGP0aqRpgav9pUklpbRzRv3pX60IeWaO21V2vhwku12WavlnlvAAAAAAAag/AUQIOM9yqExla3pkfa9I2rLtfNjxypM67+re5ddmD5k4W2c7VFbcEWEbZ2dOWHo4nWWlSSFt9Ltd7Kad1bSsveqKrT0BzuNb457GpS/3yFVafZc6Zdr6k6zV2UH5JK/qpTO1Q1VafmWtOud9hzLhicunuaRlWYjvfnUWlaW0c0Y8brjV4GAEnV78ZR7F5xw9Q4oWkoOL0ve2zttXu1aNFibbopASoAAAAAYPwgPAUwDtQj2PDdo7kDldRIu879/a9077IP1v/mHcWHjAftTRi8+lSr6jSlRN7rTBBavOo0uC6r6jTLtOu1K0gzE/qrTk0IKusa+1q7Xa8JTlerSHDap/ywdJXyQ1TDXeDE19o6opNP/q1++MOfaKutXmj0cgBIqm+A6t7XF6aWFppKmWfLKaf8RgceeF/BuUyAeqk23XR5ZcsFAAAAAKBOCE8BNFCjwsl63be5w9dmFifUrGZ733orVonayKpTHztkdatOTbvebNWpYSpK7SrTtPXaDkhNqGoqSyV/1Wns4NQOS1PW9/YNVeT7iScTblyrD35wqdZYY0AXXXSZttzyxUYvC4CkeIGl/VWrNZQe5GaeLb/SBz7wj+CVU6YMaJ11VlW2PAAAAAAA6iSqESMAeC1evFiLFy8uON7b21ulO6Q0WR9PrS1pbbLRY3rmxe0avZS6qUUImijxg+VK90YdVHvB/q1pJfLem/vaHRtSzapT956DnhLiIbWXVHWau0Eiv+rUGFB+l1zzWsoFpGnrGhOqmnnsqlP7eDY4lfKDUzssddv32guZXHudtraO6NRTr9H73/9A9pgJUOfMOVZPPrlhA1cHIKNfUlfMsaH/ztXi70/h/6a2tq7W1752rd73vgeCYwYGkjrttE/r/vs3r8HaAAAAAExUabXG2gqrlvfH5DU50wkAFVm2bJluv/32Ks1WygeFtmHlb9bpzuMGsO74cpW73uJaW1P62gnH6u1v+51OXnCjHlr29prcp+aSta0IdUPKuEoNVJuRXTEaFZyGqk59QaypJg2JXXVqmPDTbsebmaiwPa+bZaataweUKSC1q07N8bzgdKXyg1MTlprJo4JT83r8/9mI0tqaDoYba67ZrwULLiVABZpGpX/P8D3Pyv2/fNHPxtbW1TrttGv03vc+GBwzMJDU1772GYJTAAAAAMC4QngKoGQzZ87U/vvvX3C8t7dXS5YsqdFdaxdaFqq08rX0oLa1NaXTvny03rvf5ZKk82cfqJMvvlEPP7VvBeuoss7yLks4YWr7OA8/00pWtJZKWvaWKz9o9c9vQtGKq05txapOMzfO38/Ubde7SlKvcvlnXnBqQlITnPYrPzgdti6cnFpb00XDjfb2lKZOHQieB1Bv1f47TzlVqlHPzf5Yz5b+/jZ97Wuf1tKlBKcAAAAAgPGF8BRAyXp6etTT01Nw/KGHHtKOO+5Yxoz1DEZd1apILV9ra0qnf+UovWe/K7LHpnSt0gUnfVDzLv6THnl2n8pvUmrwWep/HSr8r0mHZ49T00q3lLC13GC2XnyBZNyWvaVWnbpVpvZru5q02HpjV52adrqlVp3ae58OW2Pcdr29ym8HnA1K7eB02PneBKlmvH2TiV912tqa1umnX633vOeh4Jj+/jadeupn9K9/zazfwgDEUI+/G5Xz/Ovn2QIAAAAAmPBo2gygSY3HQKP0NScSw/r63E/nBafGlK5VuuCrH9R2M++pxuLQAI3al8EEpW6Vqa/q1A5FTdVp5NyhqlObCVJ9VacmXM0sNPerr+o02K7XhKNucLpK+cFpvzW+mDhjxo9EIq2vf/2qouHGKaccRbgBNK1mei5lnqk8WwAAAAAAkwGVpwAQS/UrVBOJYZ0x+9M64B1Xhse0ppVMNGk1ZWMLdmPzVaMmVHxf1lKrWAfVXvZ+rPYcRiVVp7aUE+CaatIoaSUqqzo1+pWrOjVjzHi76tSuRvVVnea16zXh6EoVVpna37sVpgocm3gSibTOOOMqHXDAw8ExfX3tOuWUz+jBB99Sx5UBKF0ju3PYa+DZAgAAAKC+0koUfK5V7/tj8iI8BdAkyvlw0A003Tkq3bu0dhKJYZ156pF6135XB8f0DUzVKd+5Xg8+/Y6y9xutupg/ztZEdBWub8/QOIFmeL7yr22kSv4SVqxd71AgiLXv7VadRt+vvXjVqakctfc2lXKhqQlXTag6bP1qqktXyV91Kim/Na+vPe+wM8Y2rELjscI9WqYq7Ertv/8jwTGZcOMoPfjgZnVcGYDyxfkHH7UIWHP35dkCAAAAAJhMmjNVAACvSqsv7LDVN1e58/dJ6o49Opkc0te/fqTetd81wTG9/dN0yndu0ENPvr0+FZ41Dmc7Ogv3NJ0s0krECndLrTqNI79KtbAq1TU0VmnqqzrNri2q6tTmqzq190IdsH512/UGq07NgT4VBqd25am7z6m7sIkpmUzp61+/Uu9616PBMb29mXDjoYcIN4CJJe6zLe7fc3Lz8WwBAAAAAEw2hKcAEKm67fKSySGdeeYn9c53XBsc09s3TScvulEPL9u3avctXEjtpq6nDk3OULbcqtOoVrzR9ytSdWoqR92qU7tVr90x1606lfLb9ZqvgqpTE5yuUmFwulLh4NRXdWob/4FqMpnSmWdeqXe+MzrcOPnko/Xww5vWcWUAmktpzzueLQAAAACAyWiCfHwOYGJq3ra75UgmhzR//hHab7/fBces7ltDJ3/7Rj3y3D5qeFv9Rt8/QpxKzmTMVr5xxzVCvapOU0pUVnWaP1kuILXHmHDVriz1VZ26e6DmVZ32Kb89r926N05wah+fOC17k8mUzjrrN3rHO/4dHLN6dYdOPvkoPfII4QaAeHi2AAAAAAAmq9ZGLwAAcsZb9Vf88KWtbVDz5x9ePDj91p/0yBP7VGNx9ddZWhjVoaGCY8VCUd81zWQwRhWnYe93GmrZ61NK1al7PxOKlqLkqtPsGOUqSE2u2W+9to/bVafuHqiSckGp3Z7Xt+fp5NPWltL8+b+OEW4cTbgBILZkMqX58+MEpzxbAAAAAAATz8Qp6QIwSdn7mErltdl156guE5y+/e3XBces7l1T8879kx59eq+arWM8ah8LSxNVCsYaFb7G3ffUVo2q01AQa7fsrXnVaeaGY5NYv9oBqVt1OihptTxVp/aepnZwGqouLdaud3wzwenb3/5YcMzq1R2aN+9oPfroJnVcGYDxbmSkVatXhzdE59kCAAAAoNZGlChaZFDr+2PyovIUwDhTanWqG7rFDVOqE9a1tQ3onHM+Hh2crl5Tc7/xZz36xDgMTsOfq6qjKz+oTLTGCw/bK9zHtFpBayP4/kKY33639KrTOHuahtZStOo0s4jyqk7NuJQyQalddZrXrteuOjVhqRuc+tr1ukIte8dbxXtGW1tKZ599RdHgdO7cYwg3AJRsZKRVF1zwMf3pTzsXnFu1qlNz5vBsAQAAAABMXISnAJpcMwZh8cIWE5zus88fg2NWrZquOWfepH8/uWe1FpfDP45qWqGWvYY/BI0XnPqqTn0VpcWqTvPWG6o6Nf8WwVSPmqpT89pUl5rjwyqsOnVD1bx2vVJ+1Wm/8kPUqOB04ladJpMpnXPOFdp338eDY0y48e9/b1zHlQGYSEZGWnX++Yfoz3/eKXts1apOzZ17jB57jGcLAAAAAGDiom0vANRAW9uAvvGNT2rvvf8cHLNy1Vqae9pNevzp3aWO4LDG8nVAruJaS21lO54Va91brOq0HOVUndrhauyqU5t5PeB5bYJVc53drjdW1am956kdnLrc4HR8VpeGpFIJvfTS9OD5lSs7NW/eMXrssRn1WxSACWlkpFXf/vahammR9trrcc2de4wef5xnCwAAAABgYiM8BdBkytmztLm0t/fr3HOP0p573hQcs3LlWpp7+k16/Mndm+dJ3CzrkJQsI1Rtj9jPtJ6tfAfVHntv1WasOs1b30BHdatO7Ta+dtWpHapmq05NQGpXnZpjbnBaSjjajNXspWrRd75zkFpaRvWxjy3JO7NyZSfhBoCqGhlp1be+dYg23HCFXnhhnUYvBwAAAACAmmuij8oBoFzDktqs13EDWN+4qGvd+xRKJod07rmf0p573hoc8+aba2vuvJv0xHO75Q4OqnmrT0uRjA49owLOeqt0b9VyuQFlSKVVp+Vwq07zF1Ri1ak5b4LRtHXdgPKrTu1QNVt1ag7YVaemXW9UcDqxq05zcgHqRz96nyTpzTe7NHfuMXriiY0avDYAE83ISILgFAAAAEBdpdUa+3O0Wt0fkxe/+wDGoVLDkPpVmqVSbXr88V2C5998cx3NmXOLnnhit+CYiSRRJEyVpI4KQ8xGtP71tdiNd53/L3xuBamt3KpT31wVV51K+VWnmRv7q06lwv1M7TzUrjq190DNXphSYdVpv/JvXmkwOr6D1dHRVl188Yf1+9+/TW++2aU5cwhOAQAAAAAAgEoRngIYB8ZTm820/vu/5+tXv/pqwZkVK9bV7Nm36Mknw+EqJg9fy17DBKFucFoqt2VvsfUUrTpNZQfnWu/mFp07Zled2vuZmoDUbeVrxudVnfapsOo0ap9Tc53NDUfH07MkntHRVi1a9GF94Qtf0JNPEpwCiKejY0jnnvt/2n33Jxu9FAAAAAAAmg7hKYAmVOtqMDdgCR0zotZjwpg+61iLfvKTs3X55Sdlj5jg9Kmnds4Ns4MnH7ug0h7bHzgedX0cvlyp5CLf/NAt7bz2VUMOevoVl9KyNp0NGsPhoK9SdKhIn+QhtWe/QnOaL9eg2rNfPvbxUAWpLzgtpeq03L1O0yOJ0vc6NaGoXV3q2890tXKh6irlAlQzXlKu6tQctL8qadfr/gEf31WnttHRVr388vRGLwPAONHRMaRvfvNX2m+/x/TNb/5Ku+/+VKOXBAAAAABAUyE8BTBOFAs+yq04ixOMlnqdJLXoxz8+T1dc8VW98cZ6mjXrVv3nPzsVuUbRGW4xUd1v3ZDVfWu+EDYUvtr3iQhvB/vzg8OCakb5KyrtUHPICQtz4WE4XDVjU55Q1Xd9SonsV4gdpIba4cYJUu1A1R5fi+DUJxSc2uGqpPzg1N7r1FSPmj8/vna9vWPHe5WrLDWhaWrsexOqrpLTrtfcpM/63u4DbG46GYLT0eJDAKBEnZ1D+uY3/0+77/4fSVJHR0rnnfd/2nXX/zR4ZQAAAAAANA/CUwATSLEAJa6o6+Kkm6nsrz/60Td13HH3a9myHYsPt9lhkn1LO9CMynZD10vFc6eoue3j7nUDueAwb49MZfbPdPmqMkttTzvohIxu2Jo/d34Amxmfvy47SI0bpvruExWmuusrFpy6gavvGl9wGgpGDd95U3Wa+4FY7Xrt9romLE0rF4qaINRuyWsCVHONuweqqUbN5oShqlMp/L+9iRecdnYO6YILfqF99/13o5cCYALJBafLnOMpfetbv9QuuxCgAgAAAGgeI2P/+L9RXyNlbqOFiYHwFECTihNwlNxT1vq+1q17jRa99tpahYd9RWVRlaPFFHtrpQhVk0a1CC5xK0l/uJn/FxK3crSU6tPQHFH3C11fLEwtpSrVrTaNE5zac9jvpdTg1K06tddnB6d5Vad2cOpr12tXktr7nNoteU1lqX3MDlXzglNf1ak5Z/9qzk/E4HRQ3/72L7Xnnk/q7LOv0D77EKACqJx5tuy227LA+ZTmzfudEolSe/4DAAAAADDxEJ4CGEfibMpZTvve0lr3trSMxLgupnrve+q+dgPbOBWn7nUFLYFL2/fUtI8tVzWqT81XMW6Y6gtUi4Wp9hrtOaKCU3tec517rpTg1B5jFASn5vfNBKcmHDXBqWnXa7fltVvyFtvntFeedr1u1ak5LhX/FwITJzjdZZenJUltbSM6++xfa599HmvwygCMZ+6zxef116fo9NM/pXSaf1kNAAAAAADhKYAm1siww3fvfnV19WrBgh69+91/LHJ9iaWY1aocrWTf05BSfhsGnHa9RfY9DbXuNUFi3OrTqPC1lOpTO0gtN1B1uWGqG4Ca++a/n3Cb3moGp3bVqZG3z6n5M2K36zXBqQlFTebptuS19zk15+xQdUCedr121ak5br92vzdjxn9w2tU1qPPP/6V22eWZvOPt7WmdffYV2ntvAlQApQs9W2yvvTZVJ53Uo6efXr+OKwMAAAAAoHkRngIYZ6pRfRoaFzqWuWdXV6/OP/8E7bbbEp1++sl697uv96zLbd0bkYT6Wvfaqrnvqcv3I/GN93Xvixn0Ftv3NE7r3lKVW30apdRANU6rX7vatJTg1H0PUcGpT9Q+p6bqVFJhu944+5yaVry+fU7NMTtULWjXK+VXnbote31858ZrcPoL7byzP9xob0/rq1/9o9raSvxHGQAmtWLPFikTnM6adayefXa9Oq4MAAAAAIDmRngKYBKK27o3d6y7u1cXXHCSdtrpfklSIjGi008/Wfvvf03Me8YMcGq172mxatZwZpwv7r6nJbbulQqrR2tZfWqHi+5m8HGUEqiGWv3a18QNTt29T6OC06h9TrPX+/Y59bXrdfc5Ne16B5Xfijdqn1Pzq7k+yxx0q07t783N7XO+atPxF5x2dw/oggt+oZ12ejY4ZvnyqTrllKM0POwPxQHAFffZMmtWD8EpAAAAAAAOPoUD0OT6JXU5x1IqfHy544YltRWZxzeu8Fh3d6/OP3+udtzxgbxRiURaX//6PI2OduiOOw6yzvRJ6g6s02NAUmfEEtJSNveyx9pvyTeHYV/vez0oFWR/vvnct2NfF3H/wf52dXQN5W4/klCiNb+kNa2EEt4y19KZuYbUrnYNKa2kEkoppYSSzj0G1a4ODRVc71Nsfb4AtT2QhrvVpmYtmWPh4DR3fenBaVRlal5waqpO7X1Opfx9Tlcrl3maY2ZPU3efU/dcQbteKfO/mZT12v6+nP1NfWOaT3f3gM4//xfaccfngmNefXWaZs8+Vs89t24dVwZgPOPZAgAAAGAiSKk12NWtXvfH5MXvPoAJLG773rApU1brggtmFwSnRiKR1vHHf1NtbXbKVGwdAdXqyFnpvqdxcqjIdsGl/buc0L6nUvnVp1EVpFEtfaO4FapxKlV9FarNEJy6VadZdrtee59Tt12vac9r9jIdcK5JRZwraNfrlkzbf9iiK8I19lMqPN/8wemUKZmqsGLhxqxZPYQbAGLj2QIAAAAAQOUITwGMA3H2NQyNCyl+/ZQpq3XhhSdphx0eCs7y6qsbaM6c/9HwcPQ+mMH1NXLf07jjixWE2uty1tKIfU9tblDq+9dqg2rP+ypVOaGq3aa3GsGpfb7U4DSv6tTe51QqbNe7Wrkg1FSiDlvXhPY5HVZ+MWket+pUKmzRGzL+2vRKJtz4uXbYoXi48fzz69RxZQDGszjPlldeWUMnncSzBQAAAACAKISnACa4ONWnhSHNlClv6MILT9V22z0anPmVVzbQSSct1gsvvMVzts9zLIIdWtZr31P3R1HOvqdRa63CvqeZcfWtPnXD1HLD1VCo6u5vaq+j3ODUhKImOI21Pjc4NRXDdrtek2madrt2EGpa8ZoAtVfhfU7N9VlRVafuMXu/U/sP7XgNTvt14YU/1/bbPx8cQ7gBoFRxny2zZvXohRd4tgAAAAAAEIXwFMA4Vpvq06lTV+mii07Xdtv9O3jlyy9vqFmzfuoJTt05K+jFG6o0tUOo/sBxl1s96r72haC++eJWuTqtewf780PH9EhhsOmGndWqQI1TfVqKagSrpQSnQ2ovOTiNU3WaZe9z6rbrtfc59bXrTVvX2O193XOrFWjX66s6lQqDUtf4DE6nTu3XRRf9XNttFw43Xn6ZcANAaUp7tqxdx5UBAAAAADA+lbbhGwA0TL+krjLHDktqi3Xl1KmrddFF39A22zwRHPPSSxtq9uyf6sUXN7HmLra+mGtIqTpP5kEpWIA4IKmzyD19x9y3aI+JeHsj6aRaE7mwa3CgQx2d+WntoNrVoaHs67QSSlgJ75A61K5BpZRQUmkNqV3tGlJaSSWUyl5vrhtUhzo0mH1txtvsOSQpUYVNZ0urTM2vKpX8wWnmdXWD07yq08yNC1vvuvucrpK/Xe9q5VepDnjOFWtPnVd1WiwIHc/B6WXaZpsXg2NeemlNzZ59rF58kXADQDw8WwAAAABMVCNKervG1fP+mLyoPAUwzpUTePlb906btkoLFpxdNDidNesHevHFOFVhvta9Mfc9tbPFZtz3NGrOiLW4rXszUztVqlbqW839T+17uS2AzblSvqqxDnsNlQSnuXnL2Od0IJkLPO0KUpNlmna9piLVbdfrVqma6lT7XFacqlOb3bLXZ3wEp9Om9WnBguLhxqxZPYQbAGLj2QIAAAAAQG0QngIYR0oJSuJs6CmZpG/atNW66KKztfXWTwVnfOmlDXXSSd/TSy/NKHLPMlv3lhpyurf13a5W+57aQkGvVLDvqcvd9zROWFru3qe+PVYrUW7YWovgdGjsvAlOY7Hb9fr2OTVtd1crf+tRX7teE6baoao5V7TqVMqvOh2WPzB190MdP8HpRRddpq23jg43TjqpRy+9tFYdVwZgvHvnOx/l2QIAAAAAQA0QngKYACqrPl1jjVVasOBcbb31f4KjX3xxQ5100iV6+eWNPGdDwWy54wKXhPY9VYzj7vW+1+XsexpZ8Vravqduy9t0NlDMBYTVEFV9WktuiFrL4LTkdr329yY4NS13TRDar1xFqduu17fPaUG73lDVaRn/uxgnwekaa2Sqwrbe+qXgmBdfnK6TTurRyy8TbgAozR//uLv+93/f7T2XebZ8lmcLAAAAAABloGkzgHGmunufZoLTb2vLLZ8OzvLCCxtq1qwFeuWVDUtYS9TmpZ7rRiW1xLi0FKXse+oTZ99Tm/3jda4ttu+p2bs0rmrufSpVN0D1zR+6XzWDU6Pidr32Pqduu95h61c7bLX3OY3VrrcS4yU47dWCBZdpyy1fDo554YXpmj27Ry+/PL1+CwMwofz85/urpWVUn/3sbdljPFsAAAAAAKgM4SmACSJu4phL+NZYY5UWLvyWttjimeDo55/fULNnL9Arr6yvXHJYSjDaJ6k7xro87PDTDjvtkDItZXMze1nuEouFpaWOd8dEBbWphJTMlbmmUwklrNe+QNMNPXPhZ4favSWypTFhqwlhqyluEFvt4NTd5zR84yLteu19Tk3euVr+dr2+UDVWu163Ra+vZW8llamNt9deT0QGp88/v5Zmzz5Wr7wyvX6LAjAhXXbZAWppGVVPz+08WwAAAACgRnp6ejRlyhTv8Z6envovCDVFeApggvOXSq655iotWLBAW2zxfPDK55/fSLNmfVuvvrp+jPsUVrXmixnuFgst7bDUFrci1Pc6bjFvKKh12e9hICl1WhWn/e3q6MoFpemRhBKt+eGlCUqLqbT6tNRq12qKG5waJjg14gSnwapTE5zaVaV2u14Titrteu3KUrtdry9UjdWut1R2wDo+3HTTLlpzzT6deOKNBeeef34tzZrVo1dfXbMBKwMwEV166bu1enWX7rhjO54tAAAAACaEtFrzPh9rxP1tS5Ys8Y474IAD6rAa1BvhKTCOrVq1Sj/+8Y+1aNEiHXfccZo/f36jl1QnobQvXkA5ffpKLViwUG99azg4fe65DTVr1vlavnxd+YNRc69SW/cWC1k9l4YuCQWtUQGsG776wtiot1vuWlW8da+kbPCZv+TaVJ/mlt+Yv4TFCU7t9rtSZq1DTrDqVqiaOYPteqXC9rqhdr2rFL9drwlV8/LNUNjpqzqdeK66al+1tEhf+lIuQH3++bV00kk9Wr6ccANAdV111T6NXgIAAAAATFh77LGHt/J05syZ9V8Mao7wFBiHli9fru9+97u65JJL9MYbbzR6OeNAfsC5886PaubMF4Kjn312I82efbaWLy/8j2G8Ms04rXuL7HvqE6d1ryuqnW7c8W4Yay89Kqgtce9WtxLUVIxGGa/Vp9UITjOBqb+1b+Q+p3ZVqQlOQ+16TUVpnHa9BfucGnGrTn0te8e/K6/cVy0tozrhhD/puefW1qxZPVq+fI1GLwsAAAAAAAAlWLx4sXbYYYdGLwN1QngKjCPPPPOMFixYoP/5n/9RX19fo5fTYOVXn95xx25asOBozZt3WcG5Z57ZSHPmfF3Ll6/jnImqGDVrqUHr3lLDz1L2PXVf+5ZXSgAa2qNVKmvfU1utq09rKbT/aLWCU/s+Jjj18rXrNRml2663V9Htes05N1T1tut12VWnxcQd19x+85u3q7e3Q3//+1YEpwBiW2ut1dpll2W67bYdG70UAAAAAAAmFcJTYBx49NFHdf755+uXv/ylhod9YQSKyw9b//jHd0pSXoD6zDMbafbsr+u119YOXpevxNLKrJite0OX2JWmxfZIDd0yzr6nvrlD+55G7oFa/r6n9a4+DQWd1VbN4NQeb4JTb9WpCU7d1rtp5YLRVcrtcxrVrtccs0PVguDUiKo6NUlssefa+K9E/eMf39boJQAYR9Zaa5UWLrxUm222XF1dQ7r++t0bvSQAAAAAACaN1uJDADTa73//e+2xxx56/PHHtWLFCv2///f/Gr2kJhdqDWqHL8P64x/fqQULjpYkPf30DM2adZoTnIbECXHMmKg2pUXmKbWbrD2dt33qmHSR15I/y4q7Hvta55qRdH44OThQWFZr791ps8NDSRoqqSQ3WlrJpg5Oc+vMBKeGO14KBKcDyVxw6rbedfc5jdOu194LtWi7XltUUGq37AWAyWvttVdp0aJLNXPmcrW2SnPn/k4HHvjPRi8LAAAAAOpqRAmlG/g1EtwnDZMBlafAODBv3ry81wsWLNCll16qdNqXek0mcfYfjXbdde9SX1+H/vnPXfXGG9OtM77q0Epa9/r2PfUY7/ueRt2rSOteqXDf08yUta8+rYahQOjrExWc2u/JBKfmL22D1mt3vLvPaZa7z6ndete3z6nbrnfYuabkdr2+qlNz89A/IIhTjdpYa6+9Snvu+YRuvHG3Ri8FwASSCU4Xa7PNXssea22V5s37rUZHW3Tjjbs2bnEAAAAAAEwShKfAODR9+nRtvPHGeuaZZxq9lCYW6iNrp36Z9PGWW/a2jvmuq2br3gm272lku15r7hite4da84NME3DaStn7tNwAtZQQtBzFgtMhtZcUnJp2vSY4NQra9Zrg1G69a+9zGmrX2yt/u14TqhZt12uf8+1hOqxwWFosZG2MddZZOdZO8zVNmTKoq6/ep9FLAjAB2M8WV2urdPLJ16q/v1133LF9A1YHAAAAAMDkQdteYJxae+047WUng6hQpZT2n755fGGOOeYb3x8Y41tH1DwW+1J7OXamaLdMjWrd674d97Uv03LnMG1bfeNDay2xdW9ayWzrXjtozJ33t+9NZV+3W61xk2PX++dLO9eUE5yW2vLD3N/XqrcawWmwXa8JTk3L3XLa9ZpzdvvfLBOAmpv1WTexg1PfMfMHxje2uYLTddddmVcV9uUv36BDDrmnwasCMN65zxafZ55ZTw88sFkdVwUAAAAAwOREeAqMU11dlbWrnVjyw5V1131TH/vY38Ze+YLL/L1PCxW7xj0WN6Q1VXhFxo96jtnFlXZgFQpU3Vu417vhq9sB2lfMGdpH1d3zMrTWgbFAzwzrb8+rlEyPJPL37qwgQM0cKy1ALXf/g5BBdQS/TAgatcdpKcGp/TPNC05XK7zPabF2vatV2K7XnDNha/bPqhuA2q163TDUPeb2BW7m4PRNLVq0WJtu+nre8a9+9XodcsjfG7QqAONd6Nli+89/1tOsWcfqjTem1nFlAAAAAABMTrTtBcapZJL/+ebLtNZdd90VWrToJ9pkk9c0dWq/fvnL9yh+a11fe95K9z6NavkbNY8KW+q6l9j7nPrGGvbbd2/pvjbL9bX6tY+F9lgN3cv5LRhJJ9WasNr4DnSoozOXuka13JWU13bXbeFr9j+VVNIeqHHYAW6p7HsMWsFuNYJTs89pXnBabJ9TO1j1tet1W/z6zmWZg1IuOLUrsd0w1A1OpfEQnF588WJtvPEb3vNf/eoftWpVp26+eec6rwzAeFbs2SJJTz21vubMOUYrVhCcAgAAAABQD6QvwDjV2krhuGu99V7SokWXaeONMy3vPve5GzU62qL/+793qzBALdz7NF/cvU/NsWIBrTnfJ6m7+LyjkloilmKHpaEA1B3n7p3qBqDua5Nl2nO7QWqcexXsfSopmQk3zd6nibHXvr1P3cAzc6yjqgFqpeKGr+b9ZK6pcXAad5/TVdbx9NjrULteu5VvXtWpvb+pXUFqnw8Fp1Eha3NYb71MVVhUuPHkk+tryZIt6rgqAONd3GfLnDnH6s03p9RxZQAAAADQeCm15nWZa8T9MXnxuw9gQlh//RVjH0Dm7xV23HE36FOfunXsVZz2uqXufWqzK+jsMb45U86YgFA7XMNttxtq3eu+dbcFr29vU5d7LM69Ktz7NHvOabmbOVbYdlfKb+Fr74Nqz+mbL0o5rXtNW173y6yj5sFpqfucDjjHfe167UJRSbkQNE5wavZDHV/Bae7ZEhVubKDZswk3AMQX99lCcAoAAAAAQP0RngIY9zbYIPoDyM9//gYdeOC9Y6/s5Kfae58WY7c1jTGHvfdpKJC02QFof+C473r3tbsUE5zZ84V+jHH2PpVi731aaYAqKVaAWs1w1A5Js+9JybwvNzi171W14LRXpe9zWqxdb0HVqb1fqbtnqRucSuMtOC32bJGkJ57YQLNnH6OVKwk3AMRTyrOF4BQAAAAAgPojPAUwrpkPIGfMWBEc8/jjM3TXXduXMGstqk994lTCKl4gad8mVBHquz6qctUd75uvnOrTgVwgGlV9Ws8ANSRuOGq4Ian5st/TkNqzVbEmODXrLhacZu9TLDi12+7a+5za7XqjwtFQu96UnHa9Uu4fA9jBqTT+g9M3YjxbNtScOccSnAKIjWcLAAAAAADNj/AUwLhlPoDcaKMVwTGPPbah5sw5zvkAshHVp3ag5CrSute3lFBYGqo+jbrevC7WujfqfA2qT6X6BajVCEjtNZr7uF/56yg9OB0c6IgXnNqFoPY+p752vW446mab5ldzfdawc0EoOO1XYXBqt/BtzuD04ovjPFuO0cqV7h7GAOAX99kydy7PFgAAAAAAGilZfAgANJ8NN8wEpxtu+GZwzGOPbaS5c4/WqlUtZdyhX1KXc2xYUluMYyllHq9mDt+YPknd1tjAPUclucsflLKZ4ICkzoilyDPOvl7KhGcJ57W9FBOA2nPb89nX22/H/t5em6k+7cykryPppFoTuSR2cKBDHZ251HVI7WrXkNJKKjGW2A6qXR0aUloJJcbS40F1qEOD2WPmVxOgtmtQKSWUVNo7p8sNQ6MMBYJWw93cvlhwas9bVnBqt9219zmN065X8gerklN1mlLmz7EdktqV13aY6gan9hzNFZyW9mwh3AAQD88WAAAAACjNiBIlfT5Xi/tj8qLyFMC4s9FGrxf9APLf/95Ic+YcY30AGVWGWSy8qXb1qU+R6lO3atO9JKr9bqidrm/eYtWnUfPVqPpUqrwCNTNHx9iSCytQi1WR2usIVZRm39JYS177y15DnODU7IsaDE6l6OA0tM9pnHa9xYJVSbk/fKYP8MQITst7tgBANJ4tAAAAAACML4SnAMaVOB9APvroDM2Zc4xWr3YrR+MENXYiWWzv06h9Td29T33n+jznPONHre99YWZUABoKNCV/696opbitfe3va7T3aSkBqgkkywlQfYqFpGaeYkGp/eWuq9TgNHfjRHRwGtrnNKpdrxQdrAarTmXd1A5OTWve8RGczphR/NnyyCOhZwsA+MV5tjz66AzNncuzBQAAAACAZkF4CmDcmDHjdV188WJtsMHK4JhHHpmhuXOPVm9v6ANIO7Apt/rUF5bawZBP1Hl/29gCoWpO322kcKDpuz6qctU3vk7Vp1I4QLX3LM0tu7wAtdKg1MzrBqX2uuyAt9zgNK9db1RwGtrnNKqqNCpYzQtOh5UJTu2qU/sfEthBqW/v02YMTl/TokXFni0ba968qGcLAORraxvWRRddFuvvLQSnAAAAAAA0D8JTAOPCjBmv6eKLf6b11w9/APnwwxtr3rxjqhBuFKs+VZHzdjVeaIwvMC0WwHouDYWloepT3/UDEa/d8e7cNa4+japAzdyyOgGqT1RQauaIE5ba9zWvSwlOjYJ9TqOC09A+pxW365UK/1yb18WCU/tY88g8WxbHeLYQnAIozfBwm/7nf96rdNq/93rmH2VU4+8tAAAAAACgmhq32y4AxLTxxpmqsPXWWxUc89BDm+iUU45Sb29njBn7JZkPKlPKPQrt4z722GFJbc5537Fi5/skdTtze4xKcj97HZSymd2AJPPWo5Zhj7OvlzKBWsJ57f5I7LntJYd+jKH72celTCiYzKSvg/3t6ugaUsK8HuhQR+eg0iMJJVozx4bUrnYNjS0zqYRSGlS7OrLHEkoorUF1qEOD2dcmyEworSF1qF2DkQGqzQ1IbenAHL7jpQan2X1O7eDUrgr1BaehfU7jtuuVctXCsapO7eA0tPdp8wWn1X+2AEC+W27ZSS0to/ra165RIpHrw//wwxvr5JOP5tkCAAAAAAFuUUIj7o/Ji8pTAE1tk02WFw03HnxwE518crXDjWpXn8Y952sJbCmoAlS4+tR9HaoG9c3rqz4Ntd6tUfWpXXVZzQpU+/tQIBrar9S+3ldZ6p7Lrl8d2S8zxg1O7fdaNDh12+26wWlon9O47Xq9VafmoL2/qR2ijq/gNJlM6YILft6AZwuAyebmm3fWt799aLYC9cEHNxmrZufZAgAAAABAMyI8BdC0Nt00TnC6qU455Sj19ZX6AWSt9z4N3c93vi9ivGXU+t6Xu0YFoKG9SH1Lcl+7S3HDT9/3Vdj7VKpfgBoVlJqxccLSqMDUHusLTtMjifjBqdtu1w1OQ/ucFmvXK+d8XtWplPuz6raYHl/BqSSlUkldcsmHNDzs/6vQgw9uqpNPPrqMZwsAFLrppp317W8foqVLNyvz7y0AAAAAAKBeCE8BNKVNN31VixYt1rrrrg6OeeCBTXXyybX8ALJa1adxx9t7R0YIhZG2UDWqG7q610dVrrrjq1V9KkXufVqPANUnFJZGnYsKTHPrqEJw6rbbdYPT0D6noXa98py3w/qiVafjKzg1/va3bTR//icKAlTzbOnvD7dqBoBS3XTTLpo1q4fgFAAAAACAJkd4CqDpJBJpfetb/6d11gkHp//6V6Zyo7Jwo17Vp3awFJorZvVpnGXY4WWo+tS93h3rex3Vetf3fdzq07zrC6tPpfoEqJVWlxYLTM2XWaMbnNrvu2hwarfb9QWn5mcc1Y63WDvfLBOO9im/Pa+936k03oJT4667ttXZZx+hVCrzVyJTFUZwCqAWRkf5v18AAAAAADQ7/t87gKaTTie0cOFHNDiY9J7PhBufqVO4Eao+jdrLNO6cUWFqwKjnWKgaNGovVDfMdMdGte6tY/VpnADVhKjVrkAtpbo0NN4OTM26QsFpOpUoLTg1vye+4DSqHa+c6912vpLTrnfYukjOhfZkdhXq+AhOjTvv3E5nn32E7rtvc516ar2eLQAmgrXWWiX/f5wBAAAAAMB4RXgKoCn94x9v1WmnfaogQF269C069dTPaGCgFuFGKdWntqjqU7sKL859o+a0uFWh7iVuWBq6XZzq01AQWofqU6l4gCqpogA1TuVpOYGpXWVqvuw1VhycmqrTUHAaatc7YJ23q1Jlnc9TrOrUDU6l8RScGn/963aaO/eYGj1bAExEM2e+ov/5nx/puONuEgEqAAAAAFTXiFoLPq+r59cI8dmkxu8+gKb1j39sodNP/5SGhjLB1D//ObMGwWmckKea1adu1Z7NtO4tEuLan8+aoaFqUPd1KMz0LalJqk+l6gSouTAzP0C1j9kqCUzNvc39zbqqHpyan7cvOC21Xe/g2PcFVad9iq46NcfHb3Ca09LoBQAYJ2bOfFkLFy7W2mv36tOfvlOf+9zNIkAFAAAAAGBi8PfEBJrUgw8+qEcffVSHH354Q+4/Ojqq+++/X/fee69eeukltbS0aMMNN9Tb3vY27bbbbmpp4YP3arvvvkyAethhd+vssz+hgYH24hdVJKXco7FfUlfM64YltQWOmXnsuY2oc745LQOSOktYVlrK5n3u7QalvIzQHut77ZvfnjP0Y7TXbN/THM9en5CSaY2kk2pNZEK5wf52dXQNZZaTSiiRzKSzgwMd6ujMpLnpkYQSrWkNqV3tGhurpBJjwd6g2tWhIaWVUEJpDapDHVYS7AalubfvC1cL/yymnd/DIWeMCXirFpzaAaobnLrBqD1GylWlyrpPnmHlB6JRVafNGZyut96bevXVNUQoCqCaNt/8ZS1YcKnWWiu3X/lnPvNXjY626Kc/fY945gAAAAAAML4RnmJcWLp0qc4++2xde+21Gh0d1ehoff9l/4oVK/T9739f3//+9/Xiiy96x2y66aY6/vjjdeKJJ2ratGk1X9PIyEje63r/TOppyZIttWTJFqrdh5FxQlI7JbTHRwWixe7nC0f7JHUXn29UuR+HvYRQWGqHlu507ltwQ1n3tRnvCz/d70OBbWjNUiZA7MwlefUIUH18gam5Pn9cdGBq1pS9vtrBqRnrBqduMBpq12uKSAuqTqVc1emwoqtO7V+bw+abv6yFCy/VbbftoO985yARZgCohre+9SUtWHCZpk/vKzh31FF/0chIi372s3eLZw4AAAAAAOMXbXvR1JYuXaqPf/zj2m233XTNNdc0JCC88sorte222+qMM84IBqeS9Oyzz+q0007Tdtttp+uvv77m6xoezu93mkpF7ak5EYyHDyF97X3dvU99fOfM72cJe5+GWulG7YXqXu+OjWrd65u/RnufVrOFb+a2+S18c2NCe56W1pbXrMF8mfXVLDg1Pzc7OPW167XHyLk+7/FqLrRLVaOqTpsrON1ii5e0aNFiTZ/ep0MOuVdf/vL1op0mgEptscVLWrjwUm9wauyww7NKJEaC5wEAAAAAQPMjPEVTuv/++3XooYc2NDQdGRnRrFmzdMQRR+jll1+WJLW0tOjYY4/VXXfdpVWrVmn16tW655579KUvfUnJZCZEef755/XhD39Y5513Xk3Xt3LlysjXzW6jjV5Xa2szfbgY2svUPl7K3qchUe1NzTnfh7JFwqnQPqJ2WOrucRoKOn1jTaWiO77We59WKUDN7jUaCFBLDUzNPGZuX2hqrylvXXZwGkec4NSMkfKDU7ddrwnEzRhZ8+XdMKXcn0MTlJqw1FxkxjaXLbZ4SQsWXKo118yt7eMf/7tOPPEGEaACKNcWW7xY8Gxx3XvvW3XaaZ9WOu3vXAAAAAAAiM/+zK5RX5i8CE/RVExouvvuu2db9DbC0NCQDj30UF188cXZY11dXbruuuu0ePFi7bvvvpo6daqmTJmivfbaS5dccoluu+02TZ06VVKmhe4ZZ5yhU045pSbrW716tf7zn//kHXvggQdqcq9a2HLLF/XDH/63Tjnl2iYLUKshFLAWGx8VpgZU8j+PUCWoVBhkNrL6VMoEqGMB6Ug6mQ0dSwlQJUUGqLZigamZK06VqV1par7sdceqOnV/NqHg1LfPqa9dr5wxBe167YDUrjq1zzdn1WlUuHHYYffoS18iQAVQui23fFELFlxWJDjdQmec8SkNDUXsVQ4AAAAAAMYFwlM0hWYJTY3Pfe5z+t3vfpd37IorrtBBBx0UvGa//fbTr371q7xjF1xwgRYuXFi1dfX39+v+++/XYYcdpv7+/A/wbr/9dp188sl68sknm7qF71ZbvZANNz7wgX9p3rzfNlGAWq3q01D66AZRPr5zNWzd695u0Hnttvmtd/XpgFWd6alCHexvz4aRJpyU4gWoJgy1K0zjtOUttco0L9gdW2tZ7XpdvuDU/TmbedwxRdv19ikXkK6yvjfnpWYKTaXMs2XhwuiqsM02W65k0v1DDQBh9t9bQv7+9y10xhlHEpwCAAAAADBBEJ6ioV5//XUdcsgh2m233XTrrbfqPe95j97znveora1xHz6dd955+vnPf5537Atf+II+8pGPFL324IMP1jHHHJN3bN68ebrpppsqWtM//vEPtbe3q7u7W7vttpv+9Kc/ecddeOGF2nLLLdXW1qa3vvWtFd2zFrbe+gVddNFlWmONXKp24IFLNXfu79TS0iwBqq2W7Xvta33hqGmZGlrDGDv4KrV1rztdnNa9EUupWfVpkQBV8leh5lV+WiFnaB9U87rUKlP3XmYNbmhaUXDqqzq1f17uPqeDzjzuGPteWXa73pQK2/WG/jfQeFttVfhscd1zz5Y644wjlUrFbJcMYNLz/b3FZZ4tBKcAAAAAAEwchKdoqOnTp2v69Om69tpr9eqrr+qmm27SzTffrCVLlmiNNdao+3ruv/9+zZ8/P+/YtGnT9O1vfzv2HPPnz8/ufypl9k7t6enRG2+8Ufa6dt99dw0NDWl0dDT211NPPVX2/Wph662fD34A+aEP3a9585olQK1WNZ1bbRqn+jTqXA2rT33Xu2OLVa4Wqz411Y9SLqNz53DX6Aao9j6ogTa+dhVq9u3E2Ae1kipTX2teez1mf9PsWqsRnLr7nMpz3ozpVX5wutqar6Bdb591of0b1ZxteqVMuLFgQXS4cffdW+nrX/+khocJNwDEE/X3FoNnCwAAAAAAExPhKRqqtbVVixcv1sc+9rG8atOdd95Zxx9/fF3Xkk6nddxxxxW0vD3uuOM0ffr02PNsvvnm+vjHP5537Pnnn9ecOXOqscxxaZttnteCBZdp2rTwB5DTp/cqmWyG8NRVzfa9PnGqT33jLZVUn7rXlFN9Wiz8jGrfWyz0NSFg9nj8KlS3ja9dhWoMOXueuoGpGV9JlWl2bVboW5Godr2+fU7dqtRgcGonrsPO981pm20y4UbUs+Vvf9tKZ55JuAEgvjh/b+HZAgAAAADAxEV4iqZ1wAEH1PV+P/3pT7VkyZKC4yeccELJcx199NEFxy699FItXbq0rLWNZ9tu+5wuuugyTZ3qbqaZc9ddW+ussz6p4eFmaacZ1c+2nPa9oerTOPe256ty9al7O/cz4tDWrVJh5WrUPY2o9r2+ANaeowptfCUF2/jWojWvNzQ1FbS1atdrxq6yjvva+XqD09A+p74wtd963Rjm2RIVbjTfswVAsxuff28BAAAAgIknrVallGjYV5r4bFLjdx9Na9NNN63bvdLptM4///yC49tvv7222GKLkuc78MADNW3atLxjIyMj+trXvlb2Gsejt771ZV144c8jP4C8886tNX/+J8bZB5DV2vvRbokaOldG9aktKvD0td813JCu2L6plVSf2t+7f1SiAtQS2/jaVajZpYzkV4IWa83rzuXep2hoat5Htdr1hvY5tY+71+f9WbGDU98+p81pu+2em6DPFgCNxLMFAAAAAABIhKdoYmuvvXbd7nX55Zd79wj96Ec/WtZ8yWRS73jHOwqO33DDDXr00UfLmnM8mjPnt5EfQP71r9s08QeQUdWnca5xq0Wj2vPKORcVpsYQZ6gvAPVdH6f61L4+1HrXN3eo6tXdc9UNUKtQheq28Y1bZVpxaBqqIo3D165Xyg9GzRi7KtUNabNM9Whon1MzZlgl/fmrse22e1YXXBAdbjT3swVAM9puu2d14YXRFac8WwAAAAAAmBwIT9G0uru763av7373u97jvgA0rne/+90Fx0ZHR/W9732v7DnHm66ucODyl79sq7PPPkKp1Hj6ALLS9r02t2QzbmBapPVvqa173WrU0PXu2GJteX2td+NWn7pzmGurWIVq2AGpeR2nytQbmpr72+sya/VV4JpzpbTrdfc5HXDm8e1zagenBe167eB0pfW9qUC1Nb4adfvtny1aFTY+ny0AGsk8W6ZMGQqO4dkCAAAAAMDkQXiKptXZ2VmX+zz11FP6+9//7j232267lT1vKHj99a9/rVSqeaq4GuGOO8bLB5DF9nOM27630upT07q3yJ8bux1rKISMar8bCjHdsXGrT33te93vo6pPzRw1qEJ12/iW0prXzFkQmoaqTc26zdoradebXaBz3m3X69sH1bvPqR2WSoUBqa/qtDH7nO6wwzNFw43x82wB0Cx4tgAAAAAAABfhKZpWIpEoPqgKrrjiCu/x9ddfXzNmzCh73u233957fPny5br11lvLnne8u/327XTOOUcona7P72/1ldq+N864qDmjqk8Dqll9GjV2wHPMt9xKqk99ayhWhZo9Hr+Nr/26aqGpW21qgmBfcBqlnHa9brAa3OfUrjINpdq+1/X9ByA77viMLrjgF+ruDocb4//ZAqAZ8WwBAAAAgMYYUVLpBn6NiH9AO5nxu4+m1dpan2z/qquu8h7faqutKpp3zTXX1IwZM/TCCy8UnPvDH/6g97///RXNX2uvvPKKXn311ZKueeKJJyLP33bb9jr33MPG2QeQ/ZK6nGMp5R6f9vlhSW3OcTPWnPPN597Lnsfok9Qdce8xo5JaPMu0p0xLMr8FA5LsIm/7GpOPdXjG+pZoL2dw7Dp7nDu3723Y9zDBr7m/CQ3bPGPNWpPKBZidqVywmUxnQ8/WRCobiHZ0DRUEqFJ+wCrlh6+Z+3na89rrMOuz122/J1e12/XawWpecOruc2oHp2673qgNb+tnp52e1vnn/0JdXeH7j89nC4Bm8NBDm+mUU47S+ecX/gMNni0AAAAAAExOhKdoWvUIT1etWqX777/fe26TTTapeP7tttvOG57+5S9/qXjuWvvBD36gs88+u2rzTbwPIEsJUH3cMNWez4g650svLW4IGScADYWY7lhf+GofM8sN3df+3ned+709j7sWEyJ2eq4bSGYCVCkTdiYzpa4j6aRaE5njg/3t6ujKfVhe1dDUrNW8B3tcOe167eC0WLteu7o1y7fPqRucugtvbItxglMA9fDgg5vplFM+owsuyD1veLYAAAAAADB50bYXk9rf//53pdNuz9KMaoSnG2+8sff40qVLtXr16ornHy9uuWUHfeMb4/kDyEr3eDQBVJzKvah9Ufs8x0pYW9Tto1rvFmv96+6dGnXfUvY+tc8POusothdq9rjdSjfXYtduv2ta85bVnrfgfp71xQ1OXW67XnNtnHa9Je9zKs/3vmPFxlZXf3+7hofDz43x/2wB0CwefPAtOuWUo9Tf38azBQAAAACASY7wFJPa3/72t+C5UPBZig022MB7PJ1O66GHHqp4/vHg5pt31HnnfVwjIxPxA8hQ+lcsJHUD0qgQyneuSBhrt2kNFQ769i713c6+PmqfVPeYuS4UvBbb+9QXoLrzuWtyA9QS90I1r4OhacE8znrdNr0m8PXtf+oTp12vmbdYu95gcBra57RY1WljWvY+8cRGmjv3GK1a1VlwbmI/WwA0wgMPvEUnnPA5ni0AAAAAAExytO3FpPavf/0reK4alafrr79+8Nwjjzyivffeu+J71MoJJ5ygI444oqRrnnjiCR1yyCHZ1/fcs6X++78PnSAfQIZa8BZr3xva+9THjInaZ9XsfRpjbaW27rVb6JZ6vX3M1224lL1P3S7F9n6mZi1S/l6oFbbxLeDug1pKi157jaEwuJJ2vbKuCbXrzdvn1A5OQ/ucmkW5al9dWszjj8/Q3LnH6KKLLtO0aZkf5E037aRvfeuQCfJsAdBMli3z/8M3AAAAAEB9pdWqtBr32U+a2sNJjfAUk9qyZcuC56oRnq633nrBc4899ljF89fS+uuvHxn+xvGTn7xXo6OEG34mKXRDVlvUOd8+qJZRSS2eocX2LvVNH7qVG7aGjpWy92nUvqvuOux5Tf5nh6h2gKqxa00I2pnKBaRJq/Q1bmhq7mGEWvTa44oFp/Z9Km3Xm2VC0mL7nLrV0FF7ndZ/H9THHpuhuXOP1oIFl+lvf9ta3/42wSkAAAAAAACA2iA6x6QWFZ7OmDGj4vm7unyVihkvvvhixfM3u4kXnIaq8Iq17+33jAuxE7ao+4Tu4bCDtGJ7lxq+/UfdsXH3Pg11fvXtfRpq3xvVjte3F6rhuzZ7ztOa123PG1VtGndvU19wGlKzdr12cBqnVbRvYaVeU32PPbaxjj/+OH372xOlmh1APey++1P62teuViLh3+MeAAAAAADAReUpJq2+vj69+uqrwfNTp06t+B4dHR3Bcy+99FLF86OZhNr3+rgVpVGtfH3Vp6Z1b5WrT93XUZWe7njfnPaSi1WfFvvxVbMK1W7jK+Va+drH7PvYazCiWvTaY93QNG0dL7Vdr31NqF1vnmHlLyC0z2mo6rTxLXtdzz23bqOXAGAc2X33J/XNb/5KHR0ptbendO65hymd5h9fAAAAAACAaFSeYtJ67bXXIs9HVY3GFRWeFrs/mlWpgVIp1adxxkRVnwbEqT51X7tv01dB6l4fOlas+tS+xq0+DVV8+s7HrUItmDfprzQtd2/TUoNTM0+xdr0D1hi3Xa8Zm1d1GmefUwCYmPbY44lscCpJBxzwsE4//Wq1tlKBCgAAAAAAohGeYtLq6+uLPF/r8HRgwJcyYXwotX2vT6jqz3cf3znz57eEe0ZlsvYt3M+VQ+GrO943h70kX3Dra9/rXhe116jvvBuguiFq6DpzLG6L3kFnvBvOmu1Fpfzg1OX+3Ox2vb59Tn3telMq0q7XDk5txapOaxuy7rnnEzr77MvV1kaYC6B69tzzCZ13Xi44Nd797od02mnXEKACAAAAAIBIhKeYtKLC087OTrW0tATPxzU6Oho8NzjoS6Ew/vkSwFL2jIyqPo06FwifQn8EQ2FpVDBZavWpbw/T0LW+6lM3QK1mFarvuqj5K6k2TaswZA2167WDU3tO+2c6EHE+u1g7bQ0F9aVUUbt/9ipv6bvnno/r3HN/pXe961Gdc86v1dYWZ09gAIhmni3t7f6A9L3vfVAHHnh/fRcFAAAAACjZiBJKN/BrRGz7MpkRnmLS6u8Pf/jf3d1dlXuk0+HKhlSKoGB8qyQ8Cu05GXWfqOpT33hHnNa9bqDaHxhnrvcFsFEFtKFrQwGte63vfLlVqL7w1TdnqdWm9prdalNzz6h2vea6uO16zXlvu96ofU5tbtVp7e2992M699zLs+HGPvs8rrPPvoIAFUBF3GeLz3XX7a7rr9+tjqsCAAAAAADjDeEpJq2oqtBqtOyVosPTat0DzajcAKiUMLWE+9l/1EP7j8atPvXxVZoWqz713Su096nd/tbMU2oVqi1UhRqqNrWrWItVm5oQ1Bec2q/t+e19Toetc1HteqUY7XrdfU5tcdpF18Y++zymc865oiDc2HffxzV/PhWoAMoTerbYrrtudy1ceLBGR/m/QAAAAAAAIIxPDjBpTZs2reb3iGrNS3g6EUSFTKG9I932p1GBaVSLVHPOrj4tsm9kqdWnvlub2/oqSKOWUU71qfv5dyVVqMXa+EZVm5q5Sq02DQWnbrte+5gJUc25AeWHq3bIGmzXay/IDk7j/Flz56uuffb5t84+OxxuvP3tj+nAA/9Z9fsCmNiKPVsk6Xe/exvBKQAAAAAAiCXZ6AUAjRIVng4M+DZyLF3UPNVqDdwIixcv1uLFiwuO9/b21n8xE86wpDZlAi43YI86l1Luke45PyqpxTPUTCllgjm7lb/92gR1nc71hjlnX+M7Zq4dlNThjHO/963J5H7m7ZnMz6zH/E+uM3Devq/JBtuc12ac4Yag9jE7h4xTberb59TXrteMdcPVyHa9UmHVaVSFadyq0+pUou6777/HWvOOBMf87ndv03XXva0q9wMwOcR5tvz2t3voO985iOAUAAAAAADEQniKSase4WnUvqpTpkypyj0aYdmyZbr99tsbvYwm4QsyDZMUmjFu+GnO2wlmsTl852xRcyk/nAwFmO7r0Fs01/tuaY755gmFt/Zx+3sTLrohqr0m90fhvh/7vAlG3RBVznnfPqj2Mbfa1D7vqzZ17+W263WD1djtes3E9kWhfU7LaPtc8rhC++33qM4669eEGwCqKs6z5dpr99R3vnOQcv+CCAAAAAAwHqTUqta8DwTrf39MXoSnmLTqEZ6uXLkyeG6TTTapyj0aYebMmdp///0Ljvf29mrJkiUNWNFE4YasPr5zfZLcSuaoULeIqGpUN5SU55x7jW8eqXj1qRuI+qpQ3QBViq5Cteez728fs+ey56lWcGq36zXH3XnsPWPN925VasFiTAtnuz1vKDgtVnUa1eK3tErU/fZ7RPPn/0bJZDjcuOaaPfXd7xJuAIiPZwsAAAAAAKgVwlNMWh0dHVp33XW1fPnygnPpdFqpVErJZGX/E4kKT9/ylrdUNHcj9fT0qKenp+D4Qw89pB133LH+C2q4CoLKWPP6KkzjVqJaymndG5re137X5ct5i/2o3LcQJ0CV4lehRrXxjQpObaUEp1HsYFTKVZ2a630tgd3gtWAB7p66co6bG7ljigWnUfvvhr3jHY/orLOiw42rr95L3/veh0S4ASAuni0AAAAAAKCWqDvGpLb99tsHz7322msVzx81x2abbVbx/GgmoVDJDZ3cYKqUVqhxW676qgrLUEoBtrciMuKYW3kZdY37FtPKDy6lwh+Ne427Bvv8oPL3OI1aQ9RvQdR7d6tO3WB0wHON+d5ca/+c8vY6dcPQ0J81ecaGzlcenL7rXQ8XDTeuumpvwg0AJYnzbLnySp4tAAAAAACgfISnmNR22GGH4Lnnn3++4vmjwtMtttii4vnRbEoLl/K5oVVUAOo71+c5FliPHc4NBo67t+j3jIvKfd1wM3QsdH+X717VDFDdY8WC07RzLmoOOzh112P/nN2q0rQz1vd9lq9lr/3rsKKDU/u8HeyXG5w+pDPPLB5uXHLJgSLcABBXnGfLb36zj77/fZ4tAAAAAACgfISnmNSiKk+fe+65iud/4YUXvMeTyaR22223iudHM6okQC11vriVqJZR6/ti1Z+GL/S0mVDQN0exrTV940KVnHaWF1pbJQFqVBAadU973mLBqak6dYNR9/37gtrQeoIte31BfCg4dY+FKlOL23//h3TmmVcqkRgNjiHcAFCquM+WH/zgg+LZAgAAAAAAKsGep5jUdtlll+C5alSehgLYnXfeWV1dtdgjE82hFnugmo084+516ttwNCZ7X1F7v9DQrVzuNaFjvrnccXGu8+2D6u6BKusaE2y6+6DKOe/LDyvZ59Q9P+yZL6plrwlg83KDUMte97y7gNoEp+9+94M6/fSrIsONX/96X/3whx8Q4QaAuOI8W664Yl/96Ec8WwAAAABgohhRUukGRlgjxGeTGpWnmNT22Wcfrbnmmt5zTz/9dEVzj46O6tlnn/We23vvvSuaG+NB1J6RoX1PfftNhsRt3RsQp3Wvqx6te32K7Znqm7dfpVehho5Va59TM5e7x6kZY4vVstcszPf77v75sBdQm+D0Pe95oGi4cfnlbyc4BVCStrZhHXfcTUWfLQSnAAAAAACgWghPMam1tbXpwAMP9J775z//WdHczz//vPr6/GHWBz7wgYrmxnhRaQvfOGFqsda9FawhqpWvq1ate424AWolbXxrvc+puxYTooZa9voqU4M3tm9qTxDat7S6wel73/svnXba1ZHhxq9+tZ9+/OP3i3ADQCmGh9s0d+4xeuWVNbznebYAAAAAAIBqIzzFpPeRj3zEe/y+++6raN5HHnnEe3yNNdbQhz70oYrmxmQVas1qn4uh0n1Po6ouFXHOHCsWCIbmHfCci7MnaZwANW5w6l5njy+2z6mZxw1MzZhQkFu0Za+92NCfkdoFp+9737/0ta9dExmc/vKX79BPfvI+EW4AKMcLL6ytWbOO1auvTss7zrMFAAAAAADUAuEpJr2DDjpI7e3tBcdfe+21ilr3Ll261Hv8ox/9qDo6OsqeF8gp1rq3lNJRR6htrI/J3Xztd808xZbiu9YumrT5AtQ4bXzjzF0sjK1kn1NfAGsHo1Kura8Rq2VvqC10VMWp3b63/OA0mUzp6KNvLxqc/s//vFeEGwAq8cIL62jWrJ5sgPqLX7yTZwsAAAAAAKgJwlNMemuttZY+85nPeM/dfffdZc8buvbYY48te06MZ+XuexonAC0WeAXOV7LvaVRoGLVke+5irXuNuNWple6D6ssQi7bNddYT2ufUHmfa8brBqFsFXHHLXvfmvmOVtXhOpZKaO/cYPf/8Wt7zP/854QaA6nn++UyA+uMfv08//el7xLMFAAAAACautFqVVqKBX8Rnkxm/+4CkefPmqaWl8AO43/3ud2XNNzo6qr/+9a8Fx3fbbTe9733vK2tOjFeV7nvqzhOV4IWSQI9Q616XHWbGaV3rO+e7rtTWvZUEqKVWoRbrihy3Xa89lxuWyhobtQ9rWS17XcOqRXBqvPrqmpo1q6cgQL3ssnfpf/+XcANAdT3//Dq6/PJ3iGcLAAAAAAColWSjFwA0g+22204f+chHCsLSP/zhDxoeHlZbW1tJ89177716+eWXC46ffPLJFa2zWSxevFiLFy8uON7b21v/xUxa/ZK6lAnFov58FjsfMTwtKRFxa59BSaGu1L6l2HNFXStlsj73v1omaOwsMs59L6H3UM19Tn3zmHG+fU9Lbtlr36jfc75f/pDVXWDlAf+rr66p2bOP1aJFizVjxgotXry/Lr303RXPCwAAAAAAAAD1RniKppVKhcvhRkZG1Npa3cLp008/Xb///e81Opor73rzzTd1880368ADDyxprquuuqrg2C677KIjjjii4nU2g2XLlun2229v9DImAJMmmiTPpH7u8TjssX2SuiPOWwaUCx6jwkt7nOELKQ3zFnzXFZsr6lrzWPCFqG6A6o6LG6Case5cxfZ+dYNTOwy1r3VD2bJa9kq5/W3tgNTd79QoFrhW7pVXpmv27B694x2P6qqr9qnq3AAmtv32e0T337+5envdhz4AAAAAAED9EZ6iaaXTvrKv3Llqh6d77bWXenp69LOf/Szv+M9+9rOSwtP+/n799Kc/zTvW0tKiH/7wh0okfGV848/MmTO1//77Fxzv7e3VkiVLGrCi8cIkhKWEolI4ZI17vzLYYWSx4lUzNup2vipW3zE3wPUFqArcK07A6wtQpcyPNe4+p6GqU/ucu8+pO04qrWVvcBG+itNh59faB6fGyy9PJzgFUJKDDvqH5s37nR5+eGOdfPLRBKgAAAAAAKDh2PMUTSuqBWyt2sNecMEFWn/99fOOXX311XriiSdiz/G9731Pr732Wt6xL37xi9p3332rssZm0NPTo9tuu63gy9fKF1KtgqrCsEzyp31uajcmtO9pYLikXLAY9ZZM4Oebx3fMN5c9bkDx9jc1Y4uNi7MPqntdufucyhln9j4ttWXvqD3QV13qhqLur74xANBYH/7wfZo3L7NlwvbbP6/zz/+FuruLlfkDAAAAAADUFuEpmtYbb7wRPPf666/X5J7rrruufvGLX+RVtaZSKZ100kmxrn/44Yc1f/78vGNvf/vbdfHFF1dvkUAsfcWHxBEK9Iw4LW195+KGoeVc4wtbfeN8xe3V3uc0ql2vOV9Ry17JH6K7yg9O3/3uB7XGGuxnDKC6Dj54iebO/X3esR12eI4AFQAAAAAgSRpRQukGfo0UtMzDZEJ4iqb1+OOPB8+VUglaqve///06//zz84794Q9/0Le+9a3I6/7973/rAx/4gPr7c+HElltuqWuuuUbt7e01WSsmAre1aipwPDTOVqx8MhCc2Z9RDwaO28IdtXO387WbjRtWRlWuhgLUOFWovnHpwPeV7HPq3t8ORE3VqduyN60yWvaage6N7cWkVElw+tGP3qszz7xSCxdeRoAKoGo+8pElmjPnOu+5HXd8Tuef/0slk8X+RQ0AAAAAAEBtEJ6iKaXTaV100UXB8xdeeGHknqiVmjt3rk4//fS8Y6eddpq++tWvatWqVXnHU6mUfvSjH2nPPffU888/nz2+77776q677ipoAwxkVKt1arHAtIhQ615XVLvdUq+L27o3NLbWbXwr3ec0HRgXWov73oMte90Jfb8B7n6n7tj4Pvaxv2vWrD9IkrbY4mUtWHCZ1lijShXNACatj370Xs2e7Q9Ojbvu2lqpVJl7dgMAAAAAAFSI8BRNo7+/X//5z3907bXX6l3vepduvvnm4NibbrpJBxxwgK655hr95z//UV9f9T/QP/fcc/WTn/wkr2r0u9/9rjbddFMdfvjhmj17to499lhtttlmOv7447OhaiKR0EknnaRbbrlF6623XtXXhfEqTtJYCV/K2FfkfInTFVOr1r2htVQzQPUdr+Y+p+6xlGddRVv2mpv0yV9N6u5zWn7F6SGH/F0nnfTHvGNbbvmyLrqIABVA+Q45JPePMkJ+/OP36Ve/emedVgQAAAAAAFCIf9KNhrvssst07LHHlnzdX//6V/31r3/NO3bbbbdp//33r9bSdNxxx+md73ynTjzxxGyY++abb+qqq67yjv/ABz6g8847T3vssUfV1oDJKKXM43lYUpsy4VeX57VP1LmI8wOSOse+H5TUYZ1LS9kW/2acfSy0fHced66oY+615q1Hrdu+v5T/XzgTVHY645LOa3d8tfY5DbVGNmMqatlrf+8mrqUHp4ceeo++8pXrvee22uolXXjhZTrxxM9peJi/QgCI75BD7tFXv+p/thg/+tH7dcUV+9VpRQAAAAAAAH588omG++hHP6oHHnigKnNtvvnmVZnHtu222+qmm27S/fffr1/+8pe644479NRTT+nNN9/U9OnT9da3vlXve9/79IlPfEI777xz1e+PySBOKOpj0j/fdXYy6KaEJfCFkzZz66hb+IJP37Fib9/kg+51oTX61uSOjQpaQ+Luc+o7ZoeixVr2SjFa9trfh87Hd9hhd+vEE2+IHHPTTTsTnAIoycc/fre+/OXoZ8sPfvAB/eY3b6/TigAAAAAAzS490qqWkVD1Rn3uj8mLTz/RcNOnT9f06dMbvYyidt11V+26666NXgYmlFLD0mJC5ZlFzo9Kahn73g4c3eHFppdy4WRUcOmrZLVFVa6G1uGrLLXn8q3DHecqdZ9TOeN8x8y1cVr25o3pd06GFmLfrLQA9bDD/qYTT7wxcsz3v/9BXXnlviXNC2Byi/OPMni2AAAAAACAZkJ0DgB1V6t9Tw07NKvS/pR2sDfgHIvK6ILtZ5UfKKYDY0LX12IfVPt4Ofucltqu14yL3bJXyv/9jKo4Le3P2OGHFw9OL7nkQMINACXJPFuig9NLLiE4BQAAAAAAzYXwFADqJk4loBt+uVWE7mtf5aGPHaYFxhYL+opxA0fbcMQ5+5hvaYOB9QzLH6KGAlQ3TxxwxlZjn9NQu157HQMqs2Wvb79TX0VqaRWnRxxxl770pejg9HvfO1BXXbVPSfMCmNziP1sITgEAAAAAQHMhPAWAphAqpayEr/owcJ9R/2FJhZWRldze8FWaum1rXaVUoYYqS0NVqKHxoeA0ap9TX7vewcC9zZiSWvb6qkvL+/PziU/cqRNO+FPkmO9850O6+mqCUwDx8WwBAAAAAADjGXueAkBD1WPf0z5J3fGniNr31PDtXxoS2rs0av5S5wrtg+rubSr590G1z5lrQ3z7nMo5FqeK123ZGzVWkr9lr/t9/P1Ojzzyr/rCF26KHPOd7xyka6/dq+hcAGB88pN36otf/HPkGJ4tAAAAAIBi0umElCr2wWON749Ji/AUANA4pQSnUjiELXWeRokKZesoTnB68cUH6be/JdwAEB/PFgAAAAAAMBEQngIo2eLFi7V48eKC4729vfVfDFCqZvgvX2nbklbVpz/9Fx133M2RYxYu/LB+//s967QiABMBzxYAAAAAADBRNMNHyADGmWXLlun2229v9DKAiaUW2946PvOZO/S5z90SOWbBgoN13XV71H4xACaMAw/8Z9HglGcLAAAAAAAYLwhPAZRs5syZ2n///QuO9/b2asmSJQ1Y0WRh9kc1G3ya175NPKu9lyrGu6OOul3/9V+3Ro656KKP6A9/eFudVgRgovjrX7fVoYf+XVtv/aL3PM8WAAAAAAAwnhCeAihZT0+Penp6Co4/9NBD2nHHHeu/IMCns8H3r0MlaVzHHHObPvvZ2yLHXHjhR/THPxJuACjd6tVdmjv3aF100WXaeuuXssdHRqQFCz6qP/5x9wauDgAAAAAAoDSEpwDQEL5q0RBTaTrJdTR6AVWSqu/tPvjBf0YGpyMj0kUXfVTXX0+4AaB8q1Z1a+7cY7RgwWXaaquXeLYAAAAAACqSTiWkVOMirHQq0bB7o/FaG70AAMAEFzf0LPfvI+TKke64Y3s98MCm3nMjI9KFF36McANAVZgA9bHHNtIFF/BsAQAAAAAA4xPhKQBg8qjVP1artEXvQFVW4dXf36FTTjlKDz6YH6COjEgXXHCIbrhht9rdHMCks3Jlt44//nO68UaeLQAAAAAAYHwiPAWAplXn/q7lmCjdK2q9P2qDfyszAepn9OCDm0jKBKfnn3+Ibrxx18YuDMCENDIyUf7jAAAAAAAAJiPCUwCYMPprNLYGin2uXs/tDOzgdALvBN7X16lTTjlKDzywqb797UP1pz/t2uglARg3RjVtWl+jFwEAAAAAAFAXE/hjYgBAvpTG7WM/7r6pRq0rSeuuOqWrfX2dOumkz2pkhH87BSCuUR133E16z3se1Ekn9ejll9dq9IIAAAAAAJPASLpVSjWus9FIms/PJjN+9wEA41dboxdQI6O1m5rgFEB8o/rCF/6sT3/6Tm244ZtatOhSbbDBikYvCgAAAAAAoKb4BBUAgEZKVzrBqNZaa0UVFgIAtkxweuSRd2WPbLTRCi1cuFjrr7+iccsCAAAAAACoMcJTAGg61dyPtDrtXtGsRvXFL16m//7vU7Xppi80ejEAJoxRHX/8n/KCU2PGjBVauPBSrbfemw1YFwAAAAAAQO0RngIAJodStnsdF3umjuqEE36sT37yd1pnnRVauPCb2mSTlxu9KADj3qhOOOFGfeITfwuO2HDDFdpqqxfruCYAAAAAAID6ITwFADRWsaCyoy6rqJ6BetxkVCec8D0dccRV2SPrrrtCCxderI03frUeCwAwIY3qS1+6QUcccXdwRDrdonPOOVx33bVtHdcFAAAAAABQP4SnAIDaKKXSsxxtgeOlVI2OiwpT15BOPHGRjjji1wVn1lvvTS1a9EPNmPFaA9YFYHwb1Ykn3qDDD78nOCKVatU55xyhO+7YoY7rAgAAAABMRul0QulUA7/SiUb/CNBAhKcAMOEMN3oBMAat730VqSX/Vo3qy18+X4cdVhicGmuttUpvecvyUicGMKmN6stfvl6HHRYdnJ599hG6447t67guAAAAAACA+qt1XRAAADnFKj276rKK5hZs+zuqr3zlLB166K+Cl6ZSrZo//xj97W8za7EyABPSqL7ylT/q0EPvDY7IPFuO0J13blfHdQEAAAAAADQG4SkAjGv9akjiOC7b3Y5fLS0j+upXT9fHPvbz4Jjh4YTOPvtzuvPOrSWtqt/iAIxbmWfLH/Wxjy0JjhkebtXZZ39Cd97JHqcAAAAAAGByIDwFULLFixdr8eLFBcd7e3vrv5hJa1jhTT8rMKDmCkY7qjTPOP6vXSbcmFc0OJ0//4u6664dlAnUASBa3OD0rLM+qb/9bZs6rgwAAAAAAKCxxvHHyQAaZdmyZbr99tsbvYwJqJJANCUe6eNMsD1vTkvLiE466cv66EcXB8cMDSV11lmzdPfdW4v9bgHEkXm2/EEf/eh9wTFDQwmdddYndPfdBKcAAAAAgPpLD7dqZDjRsPuPDrc27N5oPD5pB1CymTNnav/99y843tvbqyVLwhUsQNWEMuZmqpqtUEvLiGbP/qIOPvhnwTGZ4PRk3X33zqJVL4A4Ms+W63Twwf8IjskEp58c+0cZAAAAAAAAkwvhKYCS9fT0qKenp+D4Qw89pB133LH+C5pUGrTH6UTUiKA1FW9YJtz4gg4++H+CY4aG2nTmmWfonnt2FBWnAOKIG5yeeeYndc89BKcAAAAAAGByIjwFACCkTbXJJdPhUy0tI5o75zgddND/BscMDbXrjDO+qXvv3V7scQogjpaWEc2d+3sddNA/g2OGhhI644wjde+9W9VxZQAAAAAAAM2Fps0AgBy3GtNtjxtnS1ZfRafvOvuYvX2B+Wc9HYFrfHN1Bu6blP+fCfnGmmO+8fZafIW/9prsud33YOYObNfQ2prWvHn/FSM4vUD33rtPcAwA2FpaRjRv3u9iBKefIjgFAAAAAACTHpWnANA04iSTJrlzxzbgcW4CQLOkYqGje52UHzTaoaR7Xal7nIZ+HKGAVcq01O2UNGCNHVB+9WlybFyXMgWfaeeahHJVpe519jh7LWPjW1vTmvfl/9KB7700sHhpcLBDZ5xxiZYs2WlsIW3KVZ52ifa9AHxaW0c1bVq4Sn1wMKkzzjhSS5ZsWcdVAQAAAAAQNjqS1Gi6gRHWCPHZZEblKQCMa8XKIJOB753rWgLDpMLAMWqvUF/1Zptzzl2ir+rUjKlGpWmn/OPdsb7vfVWk9jh77XGqTzs960tIrV1pnXz8/ysanJ5++n9ryZL9gmMAwCedTujss4/QnXcW7mM6OJjU6ad/iuAUAAAAAABgDOEpADQdXyBay+s83MrPQJvZqlWdxlEsBA2FpsXGJgLr8gXAofa9nda4hHXMvi6QXbe2pHXKf31WHzzgMoUMDnbqtNN+pvvue2dwDABESaWSOvvsT+iuu3IB6uBgUqed9indd98WDVwZAAAAAABAcyE8BYAJyU72uq3vI1oDx9nv1IzxhalRe4aGqk4Nt2WvW8VZ6n6mxapMpcLQNCF/xakdjNrzmXUnnHFSuCI1qfyf4dj3rS1phQwMdOm0067QP/7xQetoV+B7AAgbHk5q/vxP6G9/20oDA0mddtqn9Y9/EJwCAAAAAADYaNoMAE3LPKKL7YVaxUd5sZa9tqiqUyPUntd3LO69y9nPNHRPKfc+zHaAZl9T+3t7v9IOSYPOON9epwnrOvNzGCxczkgyoW/99FK1jI7ovW+/PO9cJji9Sv/8537WzQCgfMPDSZ111ie1+eav6LHHZjR6OQAAAAAAAE2HylMAaIhyAk+T8rU5r20V7ncqFW/ZG2rha9/G3efTZR+Lqjp1565mpal7b1nn7QrRuO17rUrSyP1PPWsbaUnqmz/4uW6585PZY/393Tr11D/qn//8kDUy9HsKAPENDycJTgEAAAAAQMO98MILes973qOZM2c2eil5+OQVACaEGrdutVv22rfztbm1r4k6FqfqNOq/UuVWmkr+H1eXMtWndhWpqRxNKr+KdNi6X8q61r5G8lekuvcbM9Ke1Hnf/YVaR0e09x5/0Ne+9kctXbq/dTGVpwAAAAAAAJgk0q1SKqqKow73R80MDw/re9/7ns455xy9+eabestb3tLoJeUhPAWACacG+50acf6+4qs6TXiOSdFVp8X2TrWVG5ra17khqK9lb7Xa96YkrbbmHAtVRxJJnbvgl9pso0f1n0d38rwB8yaGA+cATEaJRFqzZl2nP/zhbXrkkU0avRwAAAAAAACvlStX6n//93+1aNEiPfPMM41eThDhKQA0VKUVo6U+xiPuV8p+p/b4qPa2Chwrda/TWoam9jE7QE0rPxi1w1Qpk1+aAFXKr1z1Vanawau7hjZlQ9d0sk3/WeYLTottLpsa+7VfBWWtACasRCKtM864Sgcc8LD23/9hzZt3tB59lAAVAAAAAAA0lyOPPFLXXnutBgczH6iutdZaGhoaUm9vb4NXVoi6YwBoChFVoV7l7nfqKHW/09CtQ9e7c0RVndrsYDbUnjfunqbFglP7HvY537pDAbE5bt/LXrc9V1tgfFSgHFTjds0AmloikdbXv36lDjjgYUnS1KmDuvDCn2ubbZ5v8MoAAAAAAADy3XDDDdng9JBDDtE///lPrbvuug1elR/hKQA0FXcz0TbnuC9krTBAK9ay1+x36gv3ovYmteeNU3Xq7qtai9DUvtYNZn3BbkKF79X+vk254NcXvHZKyY4hfe3tR2uXjW7zzxEKl73VtqYNc6lhO4CJJplM6cwzf6P9938k7/jUqYO66KLLtPXWBKgAAAAAAEwmfX196unpUUtLi+bPn1+VOVeuXKnrr79e3/3ud3XeeefpRz/6ka677jotX7685LmmTZumz3zmM7r33nt1zTXXNN0+pzba9gLAhFLGfqc+oTa5capOQ0FpKVWn7v3jtud15/ZdG5rb3t80tP+p/b1v/1Mpr31vcmRIZ+7zSb1zk2v1zk2v1qk3Xa9/PfOuzHgzn1mTae/bZs2V96bY5xRARiY4vVLvfOej3vNTpw7q7LN/raOP/rJSKf66DwAAAAAYh1KJzFcj7z+O3HrrrfrCF76gxx9/vCrz/fvf/9ZZZ52lq6++WsPDhZ9LtrW16UMf+pC+8Y1vaOedd44155NPPqn29vaqrK/WqDwFgEmjhP1OpXA4adSy6tQeE6fSVCqsNvVdGxXKhr5PWMdKaN+bbBnSWXt8Qu/c5NrMoWSfvv3eg7TTZn/xr8+exwTKbltlAJNeMpnSWWf9JhicStLq1R0655zDCU4BAAAAAJjgHn/8cR1xxBF6z3veU7Xg9Cc/+Yl23nlnXXHFFd7gVJKGh4f1u9/9Tnvvvbd+9KMfxZp3vASnEuEpAIxjoeQtNMZRbL/T0LRRn8VXo+o06j5xQlPftW6LXl+wao81Y+z2ve55+3unfW9by6Dmv+1wvWOj3+Yvta1X57/3Q9pxk7/mr9+IDKzND9fdMJUWvsBk0daW0vz5v9Y73vHv4JjVqzt08slH65FHNq3jygAAAAAAQD0tXbpUn/rUp7TddtvpyiuvrNq8l1xyib7whS9oaGgo7/g666yj7bffXtOmTcs7PjAwoOOPP16XX3551dbQDAhPAWDcKbbHaQmVRsX2OzVjEoHbmlvZIWio6tR3nW9Mp+JVm5azr6l7vsP6stcVCnvt876xHWPB6U6Ha78Nfi+frrZeff29n1Jb12D0vqcUjAGwmOB0v/0eC45ZvbpD8+YdrUce2aSOKwMAAAAAAPXw2muv6cc//rH2339/7brrrrr88suVTqerNv/dd9+tWbNm5R374Ac/qH/84x9avny5HnroIb355pu65pprNHPmzLxx//Vf/1W1ytdmQHgKAE0vqsKwWJAaus5SrLWtb6xvTKjqNHTMDVxDlablhKa+Nbrn3apXN0C1v+9Sfvte35xtmeD07B0P09vXvU4hq4fW1Jm3X63hkY78OXw/04JjUYkqaSswUbW1pXT22Vfo7W+PDk7nzj1Gjz5KcAoAAAAAwER0+OGH64tf/KLuuOOOvOPrrLOOPvjBD1Y8/+zZs5VKpbKvjzrqKP3hD3/Qbrvtlj3W0tKiQw45RH/5y1+02WabZY/39fXp3HPPrXgNzYLwFEDJFi9erAMOOKDgq6enp9FLm2BKbcdqJ4rdEec83CCxlP3QQ1WnvmPuMnxVp6E1lBKaxqk2tdfQZp1z1+Lb/9Q93ym1tQzonG0+rn3X+oNCVg1N15zbb9K/X9szf243Hy/6W28uIDAFJrq2tmGdc84V2nff8L/eXLWqU3PmHKN//3vjOq4MAAAAAADU0+joaMGxI444Qg888ID22Wefiua+/vrr9be//S37+i1veYt+9KMfKZHwf1C8ySab6Pvf/37esf/7v//TsmXLKlpHs+BTVwAlW7ZsmW6//fZGL2MCKiUQq/J+p75p2hQdhhZbQqgSNU6FqD0+lPv63l4p1aa+92v2P09KSo3NN2Cto99am3W+rWVA39jqUO099YbAYqWVQ2tp3t/+rMfeeFtmjjZJg2NzrLbmNb92jN2jRdKoWYB/g3YAE1Nb27C+8Y0rtPfeTwTHrFzZqXnzjtFjj82o48oAAAAAAKixdIuU8n2IWcf7N6mWlhZ9+MMf1mmnnaZ99923KnNecsklea9PP/10TZkyJfKagw8+WG9729t03333SZJSqZSuvvpqzZ49uypraiTCUwAlmzlzpvbff/+C4729vVqyZEkDVjReRbXjLXZNSAX7nYaOhfY7lQorVs1433z2HB3Kf9vJwL2j9lm1ldqi11fxOmCNHVQuQJX1vQlQrWNtLQM6d7NDtNeUGz0Ly1g5vJbm3nOTHn9z98y9TAZqAtKSdEta6RwjWAUmmra2YZ177uXaa68ng2NWruzU3LnH6PHHCU4BAAAAAJjottlmG+233346+uijte2221Zt3t7eXt1yyy3Z193d3TryyCNjXXv00Udnw1MpU8FKeApgUurp6fG26H3ooYe044471n9B40YlrVbrtN+pFG7ZawecxQLMSqpODV+L3qh7+sbECU3d88PKD1BNsGqHqQlJaak92a9z1ztEe3b9ybO4jDeH19bcf96kJ1bulr0ue+9h5bcVNsfsc0FtyiW5ti5Jq6IuBNDk2tszwemee4aD0zff7NLcucfoiSc2quPKAAAAAABAo/z4xz+uybx//vOfNTAwkH39rne9S9OmTYt17fvf//6813fccYeGh4fV1lbqlnTNhT1PAWBCKGG/U7fjhK96tJT/toWC0qiqU5sbEPoqXesRnHY640J7uY6trSPRp/PW+WjR4HTOv27WEwO75b8n396moX1P89Y5vv/SAaC4jo4hnXfer4oGp3PmEJwCAAAAAIDK3XPPPXmvS2kFvO2222qNNdbIvh4aGtJTTz1VtbU1CuEpADS1uH1ryxlj8WVynfJXoZqpQ+FinKpTdz/VTvmXnPQc73Sudcd0qHBvU3tNUde7Aaqcc2Pfd3T16bzpH9UeHTd5Fp3xZmodzXn0Fj2Z2jV3sEuFe5va9/Wd84oq0QUwXpngdI89wv8nIxOcHqsnnyQ4BQAAAAAAlXv00UfzXu+6666xr21tbdUOO+yQd+zxxx+vxrIaira9ANCU4lYY+lK+GOLudyplsrnQ1LWoOg2d862vkmpT91rTlrfI/qcdyT59s/0j2j15i0JWpNbVnMdv1lPDOxfOb9Zht+dNqbB1r7l/Splq4dHQwgFMBB0dQ/rmN3+l3Xf/T3DMihXdmjPnGD311IZ1XBkAAAAAAA2QVu6ztEbdf5L497//nfd6s802K+n6jTfeOO/1E088UfGaGo3KUwBoKlHBWKkVhlXc71TKDx4rrToNzSv5w1pfi95Kq03z5vf8TczTvrezs1ff7Di4aHA6++lb9NTozrl5zBxJFbbntddj/xaHwuw87p8JqlCB8eoDH1haNDidPftYglMAAAAAAFBVTz/9dN7rTTfdtKTrN9lkk7zXK1asqHRJDUf5CgA0PV8I2hX4vkr7nYaCu1AIWmrVqdumNyl/cFtsX1N3XnddxeZwQ1O3+rRN2SrQzkSvvjlysHZrvc2ziIw30utp9qu3aFl6x9y93SpWKf+9to0d75S02jpm/nVb3nvuyi0o73sA493vf7+HNt30NR1xxN0F5954IxOcLlu2QQNWBgAAAAAAyqmmXG+99bT++uvXYDXVMzIyor6+vrxj06dPL2mOqVOn5r3u7e2tdFkNR3gKAE0hbsVgFfY7dcPEUFiakH9Zta469Z2rdWhqjg0kvQFq5+hqfXvgw9ql5Q7PQjJeT6+vOa/domXDO+SuNfNImZzT/dm57XntEDmh/GC1375bt6SV1mtTatvIXiYAKtOiH/zgg2ptHdVhh92TPfr661M0Z86xWrasuf/PFgAAAAAAE9khhxxS8jVnnXWW5s+fX/W1VNPq1avzXieTSSUSUe0JC3V15X+ITHgKAKhQVGvdUHWp71r3cV5my17fZUn5A1f7OiOq6rTNGhNVdZr0jLHnCa3Dvb+ZK++8FS4mPRsXmOsHkrnXA9L+ulK7KCI4HdlAs9+4RU+Pbp+/d+mA9b0tpUyVqR1c26170yrcEzW772mbdUGbc+GwcwzA+NKiSy45UC0to/r4x/+u11+fotmzj9XTTxOcAgAAAACA6nODzs7OWHuJRV4zNDRU0ZqaAZ+uAkBd+Ta3dBUJPiNb9iYD5+Rv2eu7Vaf8LXSTKgxBzTg7BLQrVs019tz29+5yfUFtNQNTKS80bU3knxux5zRVqJ3SjZ092mjkPzp26By5Xh/dQLMGb9Uz7dtlDtgVotkw1lmnCYx91acDyg+yTRaarT41IWn32AUmXTWDu6xjeeWqAMaFFn3vex/S6tWduvnmnfTMM+s1ekEAAAAAANRfSo1tsjZJGryNjIzkvR4dHS15juHh/K3FurvdreXCli1bVvL96oHwFADqIiostZNGV1R1aeh4RPjqq+gMhaW+MNMOTn23i2rXa1dY2tebsNWtRrVD0xoFph1d+f8KarBfGkknM+OdKtTFa85XS++Ijuk7Nzv+NW2oWa236tmObceqQsfeS78KK3LtKlSTbVZUfWr6/EZVn5rFABhfWvSzn72n0YsAAAAAAABjrr32Wm255ZYlXbPees3/D6KnTJmS97q/v/TPEt1rpk2bVtGamgHhKQA0TLVa9kqZKsTQ9YpXdRra+1TKDzPtClNfFaodhLr3iWrXa+ZxK1ztc+6a8s6HA1MpHJomxsalUwl1dA1pcOy/9XlVqGM3/NmUc9SqER3V900tb9lIs9tv1bPD2+QHwgPK/fhDVagm27SrT+2QNFR9mhWqPjXBqTnfLwJUAAAAAAAAoDJbbrmldthhh0Yvo+qmTp2a93pkZERDQ0Nqb2+PPUdfX1/knOMR4SkA1F0tWvZKRR/pvmDUV3XqqwR154i7z6lvTFS7Xl9rYFcVqkwT1piOzkFJ0uBAR964vBA1lRi7T1I/XfNc9bVM0187DtWzqW2kVnc9ylWZhkJUO+/sV+b9plVYROqrPh1QRPWp+cENW98ToALNoLt7QNtt97zuu2+LRi8FAAAAAABAkpRMJtXV1ZVXPfrSSy9ps802iz3Hiy++mPd6o402qtr6GsX9yBcAUHVRbXkVcS5Usuke73bORYSzbjtc+7JQuOoGmqXsc+pr15t0rgn9WNw9QpPW2M5U7kvKBKZjX62JVPZLyoShJhBNJNPZ4LSjc1AdnYNKtKaVaE3nXo+NMde0JlK5+TtTUldav1rzVD2b3Cazxraxr46xL/M+O601d42934R1zA5KTYjdOTaHudZUnyYUqD61k1bzZX7wXdavSUWH9gBqacqUAV1wwS90/vm/0Lve9XCjlwMAAAAAAJC1xRb5/9D7mWeeKel6d/z2229f8ZoajfAUABrKF2gVa9nrExHMtqgwGA2FpcUCTft6+xrfMtyM17fPqeGGtHbwGCMwleQNTDu6hrJhaCKZC0jt0DS7pNZcqCopG6B2dA3l5rZDVLM2E5Sa92sCVPs9m+zShKjmmg7rmBuSdo6dM3PYwWreD7lbhdWndmBKgAo00pQp/brwwp9rhx2eUyIxqq9//Uq94x2PNHpZAAAAAAAAkqTtttsu7/Vjjz1W0vXueHe+8YjwFAAawteet9SWvW7CWeR6XyBq76vp8gWaUfucGm673qh9Tn3teu1rYgamcatMJeWFpu0aUruGNH14ufZefn1kFaoJUbPrMOuyg9K4Vahu9akvJLV/Xm6wmt3Dtlj1qTlOgAo0gglOt9vu+eyxZHJEZ531G+23HwEqAAAAAABBaWV2rGrUV67mYsJzK0XvvPPO2Nc+9dRTeumll7Kvt9lmG02bNq1qa2sUwlMAqCtfcFVuy14pV3UYmL8l/2Ve+12bCULj5mq+fU5D7XrNeN8+p5H3sPYytQJTKVxlKpUWmiaU0rTh13XKv3p00oPH690vXZE5boWoZk5zL28Vqnn/dhWqCVHdClUTiNrVp6GQtCrVp+YHToAK1NPUqf266KKfa7vtXig4l0yOaP7832jvvUv7l5wAAAAAAADV9v73vz/v9S233KLR0dFY19588815rw855JBqLauhCE8BoKai9jstpWVvsVa+EVWnbnBpjoWqTkPVoAnlh6K1bNfbaYWTJVSZRoWmJjA1oWlCKXUPv6mT//X/9NZVD6hVo/r8o6fo7S/9Vu0ayl5bdhWq+VnYVajmPbvVp1INq08JUIF6ywSnl2nbbQuDU2P58ml65pl167gqAAAAAACAQvvuu6/WX3/97Otly5bppptuinXt//7v/+a9PvTQQ6u6tkYhPAWAptAW+D4kqUy1oa1OVadSfrtek83Z81fSrtcEp2NKrTK19zO1Q9PMsjOhqSStNfyqTln6Wc1c9VDuXhrVFx49We94+Zpc0Opp5WvW4q1CNSFqqArV/nlUvfpUKqw+JUAF6mnatD4tWHCZttnmxeCYl15aU7Nm9ejFF9eu48oAAAAAAAAKtba26sgjj8w7ds455xStPr3xxht19913Z1+/7W1v01577VWTNdYb4SkA1F2oJa9PVMtec75I1anvWMJz3ExXrOo0zj6n9ve+dr2+dTlCVaZSaa15pfzQtENDWmv4Vc1a+nm9ZXXhnoOtGtFxj5yqvV79oxJK5YWo5n6+KtRsiCoVVqGaENXeB9WuPp02dq7LGmuHqrGrT00gar7cADUpAlSgdqZN69NFF12mrbeODk5POqlHL720Vh1XBgAAAAAAEHbqqaequztXrPPXv/5V3/jGN4Ljn3vuOX3+85/PO/atb31LLS1uRc/4RHgKADXjtuwtFlLFbdkbtwWwdfsOz3E3DC1FaJ9T+56+dr1uNWqg6rQ1kQpWmVYSmnZoSGsMv6bZS4/TZqsfDb691zs31AvTts7OYeb1VaGaEFVSuApVKgxQ7epT8/Ozj9ltlcuuPnUDVHmOE6AC1bDGGpmK0623fik45sUXp+ukkz6rl18mOAUAAAAAIFJK0nADv1K1f4vNZKONNtK8efPyjp111ln67Gc/q6eeeip7bGRkRFdddZXe/va365lnnske/9jHPlawd+p4VqzkCQBQE3ZYFWrZG1V16rbsdfj+gY+9X6lvOaVUnYaWF2rXG3efU4+E1cLXhKXZc625cyYwlXKBp5QJTTPH0poy9Ia+svR4bdr7mPdekvRa5wxdvOtP9GbnBtlrzV3bx34dam3PrmdwoCMvQB3sz4wZsd/vQDL3vZEa+0or97M3fzFbrdzPZnhsvF19KuVXn45KmR/ysHJh6LCkfhUGo/YYw4zrD/5cAIStsUavFiy4TFtu+XJwzAsvTNfs2T16+eXp9VsYAAAAAABATGeeeabuu+8+XXfdddljixcv1qWXXqqNNtpI06dP1zPPPKPVq1fnXbfDDjvoZz/7Wb2XW1NUngJATYQq+eLsZxp3TntfSw83yDTsMLTcZdj7nNr3i7p3MnA8b0yu6jRUZSqVVmmaUDobnJ609AuRwenyzhn64a7fVW/nOurQYPbaDmt+c0+zDl8Vqmnla95TwV6o5udhV5qa386qVp/alaVUoAK1sMYavVq4MDo4ff75tTRrFsEpAAAAAABoXq2trfrVr36lj3/843nHR0dH9cILL+jhhx8uCE7f8Y536JZbbtFaa02sLluEpwBQdXEDKHcz0GLfu9cEuFWndoWny26nGzpvV5369jm1547Trtddk6ddb1Rr3rihaeZ4ZuzaQy9p1tLPa+PeJzxvMmN558b6ya7f0YrODbPXdYzVnJoANRPGpgr2QnVDVEmFe6GaENWEpCb4tH/+JhDtcn72Ze196h4jQAWqbc01e7Vw4aXaYoviwekrr0yv38IAAAAAAADKMHXqVF111VVavHixdtppp+C4t771rfrhD3+o2267Teuvv34dV1gftO0FgKoKhZ2hQLTclr1FHt/lVp267XRDY3xLq3K7Xjs0tRVrz5s5ngs/pw69ruOXflkzenO9+V2vd26kn+16gfo718xem5s3s47BsbTY18p3SO1KtKaVHklkW/lK8rfy7ZSUGvth2YGoeW0CUTN2WLmfs93qd9g6n5LVcddUn5qfzbByLXlp4QtUy/Tpq7VgwWV661tfCY55/vm1dNJJPVq+fM06rgwAAAAAAEw28+fP1/z586s237HHHqtjjz1W//rXv/TQQw/p+eefVyqV0oYbbqjdd99dO++8c9Xu1YwITwGUbPHixVq8eHHB8d7e3vovpqlUu2IvqgJV8rbsDVWd+oSqQqOWE7ddr7s3qh2c+jhVpx2dgxWFppnjmeD0S/efqA37/hN8W691baxLd/22+jrWHrvPoIbUoYTSSiuR/bVDgxq0jndoSINqH6tCzbD3QpWUF6IO9rerNZHKBKjJZH7wacLPzrHv7UDU3vvUrT5Ny7P3qayB5s8HASpQTdOnr9bChZdq881fDY559tm1NXt2j5YvX6OOKwMAAAAAAKienXfeecIHpT6EpwBKtmzZMt1+++2NXkaTiROchso0i4Wk9jXdEefH+CpG3f0zfefdqlC3Za8R1a7X1y3WXU+Rdr12cGoHplL80FSS1hx6VV+8/yvasG9Z4E1Lr3fN0P/t+g0Ndqwxdi8Tg2bmGHLS3jhVqFImRLWrUM1eqFKmCnWkMyGtTuaCT5NdppVffWqOlVR9av4MdUvqEwEqUF1rrZUJTmfOJDgFAAAAAKBm0mNfjbw/Ji3CUwAlmzlzpvbff/+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      "text/plain": [
       "<Figure size 1800x1800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig,ax =  plt.subplots(nrows=1,ncols=1,figsize=(6, 6),dpi=300)\n",
    "# fig = plt.figure(figsize=(8, 8))\n",
    "plt.xticks(fontproperties = 'Times New Roman', size = 18)\n",
    "plt.yticks(fontproperties = 'Times New Roman', size = 18)\n",
    "plt.ylabel('T1', fontdict={'family' : 'Times New Roman', 'size'   : 20})\n",
    "plt.xlabel('T2', fontdict={'family' : 'Times New Roman', 'size'   : 20})\n",
    "#plt.contourf(np.log10(t2_domain), np.log10(t1_domain), nmr_cluster.f_grid,cmap=plt.get_cmap('RdBu_r'), extend='both',levels=200)    # 显示图表\n",
    "# plt.contourf(np.log10(t2_domain), np.log10(t1_domain), f_grid,cmap=plt.get_cmap('jet'), extend='both',levels=200)    # 显示图表\n",
    "plt.contourf(t2_domain, t1_domain, f_grid,cmap=plt.get_cmap('jet'), extend='both',levels=200)    # 显示图表\n",
    "\n",
    "\n",
    "# 以10为底的对数，只显示正数\n",
    "log_axi_array = [0.01,0.1,1,10,100,1000,10000,100000]\n",
    "plt.semilogx(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "plt.semilogy(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "\n",
    "#   绘制三条斜线\n",
    "if plot_line:\n",
    "    # plt.loglog([np.log10(0.3),np.log10(3000)],[np.log10(0.3),np.log10(3000)],'k--',color='y')\n",
    "    # plt.loglog([np.log10(0.3),np.log10(3000)-1],[1+np.log10(0.3),np.log10(3000)],'k--',color='y')\n",
    "    # plt.loglog([np.log10(0.3),np.log10(3000)-2],[2+np.log10(0.3),np.log10(3000)],'k--',color='y')\n",
    "    # 不取对数的值\n",
    "    plt.loglog([0.03,30000],[0.03,30000],'k--',color='y')\n",
    "    plt.loglog([0.03,30000/10],[0.3,30000],'k--',color='y')\n",
    "    plt.loglog([0.03,30000/100],[3,30000],'k--',color='y')\n",
    "\n",
    "# 设置横纵坐标轴范围\n",
    "plt.xlim(0.1,10000)\n",
    "plt.ylim(0.1,10000)\n",
    "\n",
    "# ax = plt.axes()\n",
    "cax = add_right_cax(ax, pad=0.02, width=0.02)\n",
    "# cbar = axes[0, 1].colorbar(axes[0, 1], cax=cax)\n",
    "cmp = plt.get_cmap('jet')\n",
    "#\n",
    "# # https://zhajiman.github.io/post/matplotlib_colorbar/\n",
    "#\n",
    "norm = mcolors.LogNorm(vmin=1E0, vmax=1E3)\n",
    "# # norm = mpl.colors.BoundaryNorm([0,1,2,3], cmp.N)\n",
    "# # create an Axes on the right side of ax. The width of cax will be 5%\n",
    "# # of ax and the padding between cax and ax will be fixed at 0.05 inch.\n",
    "\n",
    "# ax.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), ax=cax,location='right')\n",
    "fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), cax=cax)\n",
    "\n",
    "\n",
    "plt.savefig(os.path.join(project_dir,fig_dir_path, 'T1T2map.png'), bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 绘制T1、T2联合分布图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(16, 16))\n",
    "'''控制两列间隔'''\n",
    "fig.subplots_adjust(hspace=0.2, wspace=0.4)\n",
    "\n",
    "\n",
    "# 绘制第1个图\n",
    "t1_x = range(len(t1_domain))\n",
    "im1 = axes[0, 0].plot(t1_x,t1_domain,label='T1')\n",
    "axes[0, 0].set_title('t1_domain',fontsize = 20)\n",
    "axes[0, 0].set_ylabel('T1', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[0, 0].set_xlabel('n', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[0, 0].tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "axes[0, 0].grid()\n",
    "axes[0, 0].legend(loc='upper center')\n",
    "\n",
    "'''绘制第3个图'''\n",
    "# 显示T1-T2图表\n",
    "axes[0, 1].contourf(t2_domain, t1_domain, f_grid,cmap=plt.get_cmap('jet'), extend='both',levels=200)    # 显示图表\n",
    "\n",
    "# 以10为底的对数，只显示正数\n",
    "log_axi_array = [0.01,0.1,1,10,100,1000,10000,100000]\n",
    "axes[0, 1].semilogx(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "axes[0, 1].semilogy(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "\n",
    "'''绘制三条斜线'''\n",
    "if plot_line:\n",
    "    # plt.loglog([np.log10(0.3),np.log10(3000)],[np.log10(0.3),np.log10(3000)],'k--',color='y')\n",
    "    # plt.loglog([np.log10(0.3),np.log10(3000)-1],[1+np.log10(0.3),np.log10(3000)],'k--',color='y')\n",
    "    # plt.loglog([np.log10(0.3),np.log10(3000)-2],[2+np.log10(0.3),np.log10(3000)],'k--',color='y')\n",
    "    # 不取对数的值\n",
    "    axes[0, 1].loglog([0.03,30000],[0.03,30000],'k--',color='y')\n",
    "    axes[0, 1].loglog([0.03,30000/10],[0.3,30000],'k--',color='y')\n",
    "    axes[0, 1].loglog([0.03,30000/100],[3,30000],'k--',color='y')\n",
    "\n",
    "'''设置横纵坐标轴范围'''\n",
    "axes[0, 1].set_xlim(0.1,10000)\n",
    "axes[0, 1].set_ylim(0.1,10000)\n",
    "axes[0, 1].set_ylabel('T1', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[0, 1].set_xlabel('T2', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[0, 1].tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "axes[0, 1].set_title('T1 vs T2',fontsize = 20)\n",
    "\n",
    "cax = add_right_cax(axes[0, 1], pad=0.02, width=0.02)\n",
    "# cbar = axes[0, 1].colorbar(axes[0, 1], cax=cax)\n",
    "# # ax= plt.axes()\n",
    "cmp = plt.get_cmap('jet')\n",
    "#\n",
    "# # https://zhajiman.github.io/post/matplotlib_colorbar/\n",
    "#\n",
    "norm = mcolors.LogNorm(vmin=1E0, vmax=1E3)\n",
    "# # norm = mpl.colors.BoundaryNorm([0,1,2,3], cmp.N)\n",
    "# # create an Axes on the right side of ax. The width of cax will be 5%\n",
    "# # of ax and the padding between cax and ax will be fixed at 0.05 inch.\n",
    "\n",
    "# ax.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), ax=cax,location='right')\n",
    "fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), cax=cax)\n",
    "\n",
    "t2_x = range(len(t2_domain))\n",
    "'''绘制第3个图T1 vs T2'''\n",
    "'''https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html'''\n",
    "'''https://matplotlib.org/stable/gallery/lines_bars_and_markers/scatter_masked.html#sphx-glr-gallery-lines-bars-and-markers-scatter-masked-py'''\n",
    "# 散点图\n",
    "# T2截止值\n",
    "T2_threshold = 33\n",
    "area1 = np.ma.masked_where(t2_domain < T2_threshold, t1_domain)\n",
    "area2 = np.ma.masked_where(t2_domain >= T2_threshold, t1_domain)\n",
    "# T1值控制面积，T2值控制颜色\n",
    "im31 = axes[1, 0].scatter(t2_domain,t2_domain, s=area1, marker='^', c=t2_domain)\n",
    "im32 = axes[1, 0].scatter(t2_domain,t2_domain, s=area2, marker='o', c=t2_domain)\n",
    "# im3 = axes[1, 0].scatter(t1_domain,t2_domain,marker=None, cmap=cmp,label='T1 vs T2')\n",
    "\n",
    "# im3 = axes[1, 0].hist2d(t1_domain,t2_domain,bins=100, cmap=cmp,label='T1 vs T2')\n",
    "axes[1, 0].semilogx(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "axes[1, 0].semilogy(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "axes[1, 0].set_title('T1值控制面积，T2值控制颜色',fontsize = 20)\n",
    "axes[1, 0].set_ylabel('T2', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[1, 0].set_xlabel('T2', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[1, 0].tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "axes[1, 0].grid()\n",
    "axes[1, 0].legend(loc='upper center')\n",
    "cax2 = add_right_cax(axes[1, 0], pad=0.02, width=0.02)\n",
    "fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), cax=cax2)\n",
    "\n",
    "'''绘制第4个图'''\n",
    "\n",
    "im4 = axes[1, 1].plot(t2_x,t2_domain,label='T2')\n",
    "axes[1, 1].set_title('t2_domain',fontsize = 20)\n",
    "axes[1, 1].set_ylabel('T1', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[1, 1].set_xlabel('n', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "axes[1, 1].tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "axes[1, 1].grid()\n",
    "axes[1, 1].legend(loc='upper center')\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "plt.savefig(os.path.join(project_dir,fig_dir_path, 'all_T1T2map.png'), bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 其他例子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "fig, axs = plt.subplots(2, 2)\n",
    "cmaps = ['RdBu_r', 'viridis']\n",
    "for col in range(2):\n",
    "    for row in range(2):\n",
    "        ax = axs[row, col]\n",
    "        pcm = ax.pcolormesh(np.random.random((20, 20)) * (col + 1),\n",
    "                            cmap=cmaps[col])\n",
    "        fig.colorbar(pcm, ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def example_plot(ax, fontsize=12, hide_labels=False):\n",
    "    pc = ax.pcolormesh(np.random.randn(30, 30), vmin=-2.5, vmax=2.5)\n",
    "    if not hide_labels:\n",
    "        ax.set_xlabel('x-label', fontsize=fontsize)\n",
    "        ax.set_ylabel('y-label', fontsize=fontsize)\n",
    "        ax.set_title('Title', fontsize=fontsize)\n",
    "    return pc\n",
    "\n",
    "np.random.seed(19680808)\n",
    "# gridspec inside gridspec\n",
    "fig = plt.figure(constrained_layout=True, figsize=(10, 4))\n",
    "subfigs = fig.subfigures(1, 2, wspace=0.07)\n",
    "\n",
    "axsLeft = subfigs[0].subplots(1, 2, sharey=True)\n",
    "subfigs[0].set_facecolor('0.75')\n",
    "for ax in axsLeft:\n",
    "    pc = example_plot(ax)\n",
    "subfigs[0].suptitle('Left plots', fontsize='x-large')\n",
    "subfigs[0].colorbar(pc, shrink=0.6, ax=axsLeft, location='bottom')\n",
    "\n",
    "axsRight = subfigs[1].subplots(3, 1, sharex=True)\n",
    "for nn, ax in enumerate(axsRight):\n",
    "    pc = example_plot(ax, hide_labels=True)\n",
    "    if nn == 2:\n",
    "        ax.set_xlabel('xlabel')\n",
    "    if nn == 1:\n",
    "        ax.set_ylabel('ylabel')\n",
    "\n",
    "subfigs[1].set_facecolor('0.85')\n",
    "subfigs[1].colorbar(pc, shrink=0.6, ax=axsRight)\n",
    "subfigs[1].suptitle('Right plots', fontsize='x-large')\n",
    "\n",
    "fig.suptitle('Figure suptitle', fontsize='xx-large')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "\n",
    "N = 100\n",
    "r0 = 0.6\n",
    "x = 0.9 * np.random.rand(N)\n",
    "y = 0.9 * np.random.rand(N)\n",
    "area = (20 * np.random.rand(N))**2  # 0 to 10 point radii\n",
    "c = np.sqrt(area)\n",
    "r = np.sqrt(x ** 2 + y ** 2)\n",
    "area1 = np.ma.masked_where(r < r0, area)\n",
    "area2 = np.ma.masked_where(r >= r0, area)\n",
    "plt.scatter(x, y, s=area1, marker='^', c=c)\n",
    "plt.scatter(x, y, s=area2, marker='o', c=c)\n",
    "# Show the boundary between the regions:\n",
    "theta = np.arange(0, np.pi / 2, 0.01)\n",
    "plt.plot(r0 * np.cos(theta), r0 * np.sin(theta))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "def scatter_hist(x, y, z, ax, ax_histx, ax_histy):\n",
    "    # no labels\n",
    "    ax_histx.tick_params(axis=\"x\", labelbottom=False)\n",
    "    ax_histy.tick_params(axis=\"y\", labelleft=False)\n",
    "\n",
    "    # the scatter plot:\n",
    "    # 显示T1-T2图表\n",
    "    ax.contourf(y, x, z,cmap=plt.get_cmap('jet'), extend='both',levels=200)    # 显示图表\n",
    "\n",
    "    # 以10为底的对数，只显示正数\n",
    "    log_axi_array = [0.001,0.01,0.1,1,10,100,1000,10000,100000]\n",
    "    ax.semilogx(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "    ax.semilogy(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "\n",
    "    '''绘制三条斜线'''\n",
    "    if plot_line:\n",
    "        # ax.loglog([np.log10(0.3),np.log10(30000)],[np.log10(0.3),np.log10(30000)],'k--',color='y')\n",
    "        # ax.loglog([np.log10(0.3),np.log10(30000)-1],[1+np.log10(0.3),np.log10(30000)],'k--',color='y')\n",
    "        # ax.loglog([np.log10(0.3),np.log10(30000)-2],[2+np.log10(0.3),np.log10(30000)],'k--',color='y')\n",
    "        # 不取对数的值\n",
    "        ax.loglog([0.003,30000],[0.003,30000],'k--',color='y')\n",
    "        ax.loglog([0.003,30000/10],[0.03,30000],'k--',color='y')\n",
    "        ax.loglog([0.003,30000/100],[0.3,30000],'k--',color='y')\n",
    "        # ax.loglog([0.03,30000/100],[3,30000],'k--',color='y')\n",
    "        # ax.loglog([0.003,30000/1000],[3,30000],'k--',color='y')\n",
    "\n",
    "    '''设置横纵坐标轴范围'''\n",
    "    ax.set_xlim(0.01,10000)\n",
    "    ax.set_ylim(0.01,10000)\n",
    "    ax.set_ylabel('T1(s)', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "    ax.set_xlabel('T2(s)', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "    ax.tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "    ax.set_title('T1 vs T2',fontsize = 20)\n",
    "\n",
    "    cax = add_right_cax(ax, pad=0.02, width=0.02)\n",
    "    # cbar = axes[0, 1].colorbar(axes[0, 1], cax=cax)\n",
    "    # # ax= plt.axes()\n",
    "    cmp = plt.get_cmap('jet')\n",
    "    #\n",
    "    # # https://zhajiman.github.io/post/matplotlib_colorbar/\n",
    "    #\n",
    "    norm = mcolors.LogNorm(vmin=1E0, vmax=1E3)\n",
    "    # # norm = mpl.colors.BoundaryNorm([0,1,2,3], cmp.N)\n",
    "    # # create an Axes on the right side of ax. The width of cax will be 5%\n",
    "    # # of ax and the padding between cax and ax will be fixed at 0.05 inch.\n",
    "\n",
    "    # ax.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), ax=cax,location='right')\n",
    "    fig.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap=cmp), cax=cax)\n",
    "\n",
    "    # 将矩阵的所有行叠加到第一行\n",
    "    matrix_horzon = np.sum(z, axis=0)\n",
    "\n",
    "    matrix_vertical = np.sum(z, axis=-1)\n",
    "    ax_histx.plot(x,matrix_horzon)\n",
    "    ax_histx.grid(axis='x',linestyle='-.')\n",
    "    ax_histy.plot(matrix_vertical, y)\n",
    "    ax_histy.grid(axis='y',linestyle='-.')\n",
    "    plt.savefig(os.path.join(project_dir,fig_dir_path, 'T1T2map_hist.png'), bbox_inches='tight')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Start with a square Figure.\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "# Add a gridspec with two rows and two columns and a ratio of 1 to 4 between\n",
    "# the size of the marginal axes and the main axes in both directions.\n",
    "# Also adjust the subplot parameters for a square plot.\n",
    "gs = fig.add_gridspec(2, 2,  width_ratios=(4, 1), height_ratios=(1, 4),\n",
    "                      left=0.1, right=0.9, bottom=0.1, top=0.9,\n",
    "                      wspace=0.3, hspace=0.2)\n",
    "# Create the Axes.\n",
    "ax = fig.add_subplot(gs[1, 0])\n",
    "ax_histx = fig.add_subplot(gs[0, 0], sharex=ax)\n",
    "ax_histy = fig.add_subplot(gs[1, 1], sharey=ax)\n",
    "# Draw the scatter plot and marginals.\n",
    "scatter_hist(t1_domain, t2_domain,f_grid, ax, ax_histx, ax_histy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "fig.savefig(os.path.join(project_dir,fig_dir_path, 'T1T2map_hist_new.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 6))\n",
    "plt.plot(t1_domain,t1_spectrum)\n",
    "# 以10为底的对数，只显示正数\n",
    "log_axi_array = [0.01,0.1,1,10,100,1000,10000,100000]\n",
    "plt.semilogx(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "'''设置横纵坐标轴范围'''\n",
    "plt.xlim(0.1,10000)\n",
    "# plt.ylim(0.1,2000)\n",
    "plt.ylabel('T1', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "plt.xlabel('Time(s)', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "plt.tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "plt.title('T1',fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 6))\n",
    "plt.plot(t2_domain,t2_spectrum)\n",
    "# 以10为底的对数，只显示正数\n",
    "log_axi_array = [0.01,0.1,1,10,100,1000,10000,100000]\n",
    "plt.semilogx(base=10,subs=log_axi_array,nonpositive='mask')\n",
    "'''设置横纵坐标轴范围'''\n",
    "plt.xlim(0.1,10000)\n",
    "# plt.ylim(0.1,2000)\n",
    "plt.ylabel('T2', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "plt.xlabel('Time(s)', fontdict={'family' : 'Times New Roman', 'size'   : 18})\n",
    "plt.tick_params(labelcolor='black', labelsize='large', width=3)\n",
    "plt.title('T2',fontsize = 20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[12 15 18]\n",
      "[ 6 15 24]\n"
     ]
    }
   ],
   "source": [
    "# 创建一个3x3的矩阵\n",
    "matrix = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n",
    "\n",
    "# 将矩阵的所有行叠加到第一行\n",
    "matrix2 = np.sum(matrix, axis=0)\n",
    "\n",
    "matrix3 = np.sum(matrix, axis=1)\n",
    "print(matrix2)\n",
    "print(matrix3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from skimage import data, color\n",
    "from skimage.transform import rescale, resize, downscale_local_mean\n",
    "\n",
    "import skimage.io as skimageIO"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "img = skimageIO.imread(\"figure/T1T2map.png\", mode=None)\n",
    "\n",
    "# 显示图片  \n",
    "plt.imshow(img)  \n",
    "plt.axis('off')  # 关闭刻度  \n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "# 将 RGBA 转换为 RGB  \n",
    "if img.shape[2] == 4:  # 如果有 4 个通道  \n",
    "    image_rgb = img[:, :, :3]  # 只保留 RGB 通道  \n",
    "else:  \n",
    "    image_rgb = img  # 若原本就是 RGB 则直接使用  \n",
    "\n",
    "# 转换为灰度图  \n",
    "image_gray = color.rgb2gray(image_rgb)  \n",
    "\n",
    "# 显示灰度图像  \n",
    "plt.imshow(image_gray, cmap='gray')  \n",
    "plt.axis('off')  # 关闭刻度  \n",
    "plt.show()  \n",
    "\n",
    "\n",
    "# image = color.rgb2gray(data.astronaut())\n",
    "image = image_gray"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "image_rescaled = rescale(image, 0.25, anti_aliasing=False)\n",
    "image_resized = resize(image, (image.shape[0] // 4, image.shape[1] // 4),\n",
    "                       anti_aliasing=True)\n",
    "image_downscaled = downscale_local_mean(image, (4, 3))\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2)\n",
    "\n",
    "ax = axes.ravel()\n",
    "\n",
    "ax[0].imshow(image, cmap='gray')\n",
    "ax[0].set_title(\"Original image\")\n",
    "\n",
    "ax[1].imshow(image_rescaled, cmap='gray')\n",
    "ax[1].set_title(\"Rescaled image (aliasing)\")\n",
    "\n",
    "ax[2].imshow(image_resized, cmap='gray')\n",
    "ax[2].set_title(\"Resized image (no aliasing)\")\n",
    "\n",
    "ax[3].imshow(image_downscaled, cmap='gray')\n",
    "ax[3].set_title(\"Downscaled image (no aliasing)\")\n",
    "\n",
    "ax[0].set_xlim(0, 512)\n",
    "ax[0].set_ylim(512, 0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "img = skimageIO.imread(\"figure/T1T2map.png\", mode=None)\n",
    "\n",
    "# 显示图片  \n",
    "plt.imshow(img)  \n",
    "plt.axis('off')  # 关闭刻度  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将 RGBA 转换为 RGB  \n",
    "if img.shape[2] == 4:  # 如果有 4 个通道  \n",
    "    image_rgb = img[:, :, :3]  # 只保留 RGB 通道  \n",
    "else:  \n",
    "    image_rgb = img  # 若原本就是 RGB 则直接使用  \n",
    "\n",
    "# 转换为灰度图  \n",
    "image_gray = color.rgb2gray(image_rgb)  \n",
    "\n",
    "# 显示灰度图像  \n",
    "plt.imshow(image_gray, cmap='gray')  \n",
    "plt.axis('off')  # 关闭刻度  \n",
    "plt.show()  \n",
    "\n",
    "\n",
    "# image = color.rgb2gray(data.astronaut())\n",
    "image = image_gray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "image_rescaled = rescale(image, 0.25, anti_aliasing=False)\n",
    "image_resized = resize(image, (image.shape[0] // 4, image.shape[1] // 4),\n",
    "                       anti_aliasing=True)\n",
    "image_downscaled = downscale_local_mean(image, (4, 3))\n",
    "\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2)\n",
    "\n",
    "ax = axes.ravel()\n",
    "\n",
    "ax[0].imshow(image, cmap='gray')\n",
    "ax[0].set_title(\"Original image\")\n",
    "\n",
    "ax[1].imshow(image_rescaled, cmap='gray')\n",
    "ax[1].set_title(\"Rescaled image (aliasing)\")\n",
    "\n",
    "ax[2].imshow(image_resized, cmap='gray')\n",
    "ax[2].set_title(\"Resized image (no aliasing)\")\n",
    "\n",
    "ax[3].imshow(image_downscaled, cmap='gray')\n",
    "ax[3].set_title(\"Downscaled image (no aliasing)\")\n",
    "\n",
    "ax[0].set_xlim(0, 512)\n",
    "ax[0].set_ylim(512, 0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# 参考"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "https://matplotlib.org/stable/gallery/index"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "vscode": {
   "interpreter": {
    "hash": "1fa163922eb0b3709bbb5d8082b2465c9de796dbaacca80cbaa600e7fff3e4fe"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}